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--cds-color-lighten-400: rgba(255, 255, 255, 0.4); --cds-color-lighten-300: rgba(255, 255, 255, 0.3); --cds-color-lighten-200: rgba(255, 255, 255, 0.2); --cds-color-lighten-100: rgba(255, 255, 255, 0.1); --cds-color-lighten-50: rgba(255, 255, 255, 0.05); --cds-color-lighten-25: rgba(255, 255, 255, 0.03); --cds-color-lighten-0: rgba(255, 255, 255, 0); --cds-color-pink-975: #1e051a; --cds-color-pink-950: #45093a; --cds-color-pink-900: #661057; --cds-color-pink-800: #7d166a; --cds-color-pink-700: #9c1a84; --cds-color-pink-600: #c429a8; --cds-color-pink-500: #e339c4; --cds-color-pink-400: #f05bd5; --cds-color-pink-300: #ff82e7; --cds-color-pink-200: #ffa6ee; --cds-color-pink-100: #ffccf5; --cds-color-pink-50: #ffe0f9; --cds-color-pink-25: #fff2fd; --cds-color-red-975: #2e0007; --cds-color-red-950: #66000f; --cds-color-red-900: #9e0018; --cds-color-red-800: #c4001d; --cds-color-red-700: #d30a28; --cds-color-red-600: #ed2644; --cds-color-red-500: #f0465f; --cds-color-red-400: #fc657d; --cds-color-red-300: #ff8f9f; --cds-color-red-200: #ffb0bc; --cds-color-red-100: #fad2d8; --cds-color-red-50: #fce5e8; --cds-color-red-25: #fdf5f5; --cds-color-green-975: #02150f; --cds-color-green-950: #062e21; --cds-color-green-900: #074735; --cds-color-green-800: #095941; --cds-color-green-700: #087051; --cds-color-green-600: #118f69; --cds-color-green-500: #22a880; --cds-color-green-400: #3bc29a; --cds-color-green-300: #66dab7; --cds-color-green-200: #94e5cd; --cds-color-green-100: #b8f2e1; --cds-color-green-50: #cffaed; --cds-color-green-25: #ebfdf8; --cds-color-yellow-975: #200900; --cds-color-yellow-950: #471400; --cds-color-yellow-900: #6b1e00; --cds-color-yellow-800: #852600; --cds-color-yellow-700: #a32e00; --cds-color-yellow-600: #c74504; --cds-color-yellow-500: #de6000; --cds-color-yellow-400: #f28100; --cds-color-yellow-300: #faaf00; --cds-color-yellow-200: #ffc936; --cds-color-yellow-100: #ffdc96; --cds-color-yellow-50: #ffeac9; --cds-color-yellow-25: #fff4e8; --cds-color-purple-975: #150333; --cds-color-purple-950: #340385; --cds-color-purple-900: #4a0fab; --cds-color-purple-800: #5b15cf; --cds-color-purple-700: #6923de; --cds-color-purple-600: #8040ed; --cds-color-purple-500: #9258f5; --cds-color-purple-400: #a678f5; --cds-color-purple-300: #c29ffc; --cds-color-purple-200: #d3bbfa; --cds-color-purple-100: #e7d9ff; --cds-color-purple-50: #f1e8ff; --cds-color-purple-25: #f9f5ff; --cds-color-blue-975: #00112a; --cds-color-blue-950: #002761; --cds-color-blue-900: #003b8f; --cds-color-blue-800: #0048b0; --cds-color-blue-700: #0056d2; --cds-color-blue-600: #1e72eb; --cds-color-blue-500: #3587fc; --cds-color-blue-400: #5b9dfc; --cds-color-blue-300: #87b8ff; --cds-color-blue-200: #adcfff; --cds-color-blue-100: #cfe2ff; --cds-color-blue-50: #e3eeff; --cds-color-blue-25: #f0f6ff; --cds-color-grey-975: #0f1114; --cds-color-grey-950: #1e2229; --cds-color-grey-900: #2d3440; --cds-color-grey-800: #363f52; --cds-color-grey-700: #404b61; --cds-color-grey-600: #5b6780; --cds-color-grey-500: #6d7c99; --cds-color-grey-400: #8495b0; --cds-color-grey-300: #a7b4c9; --cds-color-grey-200: #c1cad9; --cds-color-grey-100: #dae1ed; --cds-color-grey-50: #e8eef7; --cds-color-grey-25: #f2f5fa; --cds-color-white-0: #ffffff; --cds-text-decoration-link: underline; --cds-font-family-boutros-coursera: Boutros Coursera, Tahoma, sans-serif; --cds-font-family-source-sans-pro: Source Sans Pro, Arial, sans-serif; --cds-font-size-1100: 5.5rem; --cds-font-size-1050: 5.25rem; --cds-font-size-1000: 5rem; --cds-font-size-950: 4.75rem; --cds-font-size-900: 4.5rem; --cds-font-size-850: 4.25rem; --cds-font-size-800: 4rem; --cds-font-size-750: 3.75rem; --cds-font-size-700: 3.5rem; --cds-font-size-650: 3.25rem; --cds-font-size-600: 3rem; --cds-font-size-550: 2.75rem; --cds-font-size-500: 2.5rem; --cds-font-size-450: 2.25rem; --cds-font-size-400: 2rem; --cds-font-size-375: 1.875rem; --cds-font-size-350: 1.75rem; --cds-font-size-300: 1.5rem; --cds-font-size-250: 1.25rem; --cds-font-size-200: 1rem; --cds-font-size-175: 0.875rem; --cds-font-size-150: 0.75rem; --cds-font-size-125: 0.625rem; --cds-font-size-100: 0.5rem; --cds-letter-spacing-minus30: -0.003em; --cds-letter-spacing-minus50: -0.005em; --cds-letter-spacing-minus100: -0.01em; --cds-letter-spacing-100: 0.01em; --cds-letter-spacing-0: 0em; --cds-line-height-1200: 6rem; --cds-line-height-1150: 5.75rem; --cds-line-height-1100: 5.5rem; --cds-line-height-1050: 5.25rem; --cds-line-height-1000: 5rem; --cds-line-height-900: 4.5rem; --cds-line-height-850: 4.25rem; --cds-line-height-800: 4rem; --cds-line-height-700: 3.5rem; --cds-line-height-650: 3.25rem; --cds-line-height-600: 3rem; --cds-line-height-550: 2.75rem; --cds-line-height-525: 2.625rem; --cds-line-height-500: 2.5rem; --cds-line-height-450: 2.25rem; --cds-line-height-400: 2rem; --cds-line-height-350: 1.75rem; --cds-line-height-300: 1.5rem; --cds-line-height-250: 1.25rem; --cds-line-height-200: 1rem; --cds-line-height-175: 0.875rem; --cds-line-height-150: 0.75rem; --cds-base: 8; --cds-font-weight-700: 700; --cds-font-weight-600: 600; --cds-font-weight-400: 400; --cds-border-radius-max: 50px; --cds-border-radius-400: 32px; --cds-border-radius-200: 16px; --cds-border-radius-100: 8px; --cds-border-radius-50: 4px; --cds-border-radius-25: 2px; --cds-spacing-1400: 112px; --cds-spacing-1000: 80px; --cds-spacing-800: 64px; --cds-spacing-600: 48px; --cds-spacing-400: 32px; --cds-spacing-300: 24px; --cds-spacing-200: 16px; --cds-spacing-150: 12px; --cds-spacing-100: 8px; --cds-spacing-50: 4px; --cds-color-emphasis-quaternary-content-default: var(--cds-color-purple-950); --cds-color-emphasis-quaternary-stroke-default: var(--cds-color-purple-700); --cds-color-emphasis-quaternary-background-xweak: var(--cds-color-purple-25); --cds-color-emphasis-quaternary-background-weak: var(--cds-color-purple-50); --cds-color-emphasis-quaternary-background-default: var(--cds-color-purple-600); --cds-color-emphasis-quaternary-background-strong: var(--cds-color-purple-700); --cds-color-emphasis-quaternary-background-xstrong: var(--cds-color-purple-900); --cds-color-emphasis-tertiary-content-default: var(--cds-color-yellow-800); --cds-color-emphasis-tertiary-stroke-default: var(--cds-color-yellow-300); --cds-color-emphasis-tertiary-background-xweak: var(--cds-color-yellow-25); --cds-color-emphasis-tertiary-background-weak: var(--cds-color-yellow-50); --cds-color-emphasis-tertiary-background-default: var(--cds-color-yellow-300); --cds-color-emphasis-tertiary-background-strong: var(--cds-color-yellow-500); --cds-color-emphasis-tertiary-background-xstrong: var(--cds-color-yellow-600); --cds-color-emphasis-secondary-stroke-default: var(--cds-color-pink-500); --cds-color-emphasis-secondary-content-default: var(--cds-color-pink-800); --cds-color-emphasis-secondary-background-xweak: var(--cds-color-pink-25); --cds-color-emphasis-secondary-background-weak: var(--cds-color-pink-50); --cds-color-emphasis-secondary-background-xstrong: var(--cds-color-pink-700); --cds-color-emphasis-secondary-background-strong: var(--cds-color-pink-600); --cds-color-emphasis-secondary-background-default: var(--cds-color-pink-500); --cds-color-emphasis-neutral-stroke-default: var(--cds-color-grey-600); --cds-color-emphasis-neutral-content-default: var(--cds-color-grey-600); --cds-color-emphasis-neutral-background-xweak: var(--cds-color-grey-25); --cds-color-emphasis-neutral-background-weak: var(--cds-color-grey-50); --cds-color-emphasis-neutral-background-default: var(--cds-color-grey-500); --cds-color-emphasis-neutral-background-xstrong: var(--cds-color-grey-900); --cds-color-emphasis-neutral-background-xxstrong: var(--cds-color-grey-975); --cds-color-emphasis-primary-background-xweak: var(--cds-color-blue-25); --cds-color-emphasis-primary-background-strong: var(--cds-color-blue-700); --cds-color-emphasis-primary-background-default: var(--cds-color-blue-500); --cds-color-emphasis-primary-background-xstrong: var(--cds-color-blue-800); --cds-color-emphasis-primary-background-weak: var(--cds-color-blue-50); --cds-color-emphasis-primary-background-xxstrong: var(--cds-color-blue-950); --cds-color-emphasis-primary-stroke-default: var(--cds-color-blue-500); --cds-color-emphasis-primary-content-default: var(--cds-color-blue-800); --cds-typography-action-secondary: var(--cds-font-weight-600) var(--cds-font-size-175) / var(--cds-line-height-250) var(--cds-font-family-source-sans-pro); --cds-typography-action-primary: var(--cds-font-weight-600) var(--cds-font-size-200) / var(--cds-line-height-300) var(--cds-font-family-source-sans-pro); --cds-typography-body-secondary: var(--cds-font-weight-400) var(--cds-font-size-175) / var(--cds-line-height-250) var(--cds-font-family-source-sans-pro); --cds-typography-body-primary: var(--cds-font-weight-400) var(--cds-font-size-200) / var(--cds-line-height-300) var(--cds-font-family-source-sans-pro); --cds-typography-subtitle-medium: var(--cds-font-weight-600) var(--cds-font-size-200) / var(--cds-line-height-250) var(--cds-font-family-source-sans-pro); --cds-typography-subtitle-large: var(--cds-font-weight-600) var(--cds-font-size-250) / var(--cds-line-height-300) var(--cds-font-family-source-sans-pro); --cds-typography-title-small-sm: var(--cds-font-weight-600) var(--cds-font-size-300) / var(--cds-line-height-450) var(--cds-font-family-source-sans-pro); --cds-typography-title-small: var(--cds-font-weight-600) var(--cds-font-size-375) / var(--cds-line-height-450) var(--cds-font-family-source-sans-pro); --cds-typography-title-medium-sm: var(--cds-font-weight-600) var(--cds-font-size-350) / var(--cds-line-height-450) var(--cds-font-family-source-sans-pro); --cds-typography-title-medium: var(--cds-font-weight-600) var(--cds-font-size-450) / var(--cds-line-height-525) var(--cds-font-family-source-sans-pro); --cds-typography-title-large-sm: var(--cds-font-weight-600) var(--cds-font-size-400) / var(--cds-line-height-500) var(--cds-font-family-source-sans-pro); --cds-typography-title-large: var(--cds-font-weight-600) var(--cds-font-size-600) / var(--cds-line-height-700) var(--cds-font-family-source-sans-pro); --cds-typography-display-sm: var(--cds-font-weight-600) var(--cds-font-size-500) / var(--cds-line-height-550) var(--cds-font-family-source-sans-pro); --cds-typography-display: var(--cds-font-weight-600) var(--cds-font-size-800) / var(--cds-line-height-900) var(--cds-font-family-source-sans-pro); } @media (max-width: 1023.95px) { :root { --cds-typography-display: var(--cds-typography-display-sm); --cds-typography-title-large: var(--cds-typography-title-large-sm); --cds-typography-title-medium: var(--cds-typography-title-medium-sm); --cds-typography-title-small: var(--cds-typography-title-small-sm); } } :root[dir='rtl'] { --cds-text-decoration-link: underline; --cds-typography-action-secondary: var(--cds-font-weight-700) var(--cds-font-size-175) / var(--cds-line-height-250) var(--cds-font-family-boutros-coursera); --cds-typography-action-primary: var(--cds-font-weight-700) var(--cds-font-size-200) / var(--cds-line-height-300) var(--cds-font-family-boutros-coursera); --cds-typography-body-secondary: var(--cds-font-weight-400) var(--cds-font-size-175) / var(--cds-line-height-250) var(--cds-font-family-boutros-coursera); --cds-typography-body-primary: var(--cds-font-weight-400) var(--cds-font-size-200) / var(--cds-line-height-300) var(--cds-font-family-boutros-coursera); --cds-typography-subtitle-medium: var(--cds-font-weight-700) var(--cds-font-size-200) / var(--cds-line-height-250) var(--cds-font-family-boutros-coursera); --cds-typography-subtitle-large: var(--cds-font-weight-700) var(--cds-font-size-250) / var(--cds-line-height-300) var(--cds-font-family-boutros-coursera); --cds-typography-title-small-sm: var(--cds-font-weight-700) var(--cds-font-size-375) / var(--cds-line-height-450) var(--cds-font-family-boutros-coursera); --cds-typography-title-small: var(--cds-font-weight-700) var(--cds-font-size-375) / var(--cds-line-height-450) var(--cds-font-family-boutros-coursera); --cds-typography-title-medium-sm: var(--cds-font-weight-700) var(--cds-font-size-350) / var(--cds-line-height-450) var(--cds-font-family-boutros-coursera); --cds-typography-title-medium: var(--cds-font-weight-700) var(--cds-font-size-450) / var(--cds-line-height-525) var(--cds-font-family-boutros-coursera); --cds-typography-title-large-sm: var(--cds-font-weight-700) var(--cds-font-size-400) / var(--cds-line-height-500) var(--cds-font-family-boutros-coursera); --cds-typography-title-large: var(--cds-font-weight-700) var(--cds-font-size-600) / var(--cds-line-height-700) var(--cds-font-family-boutros-coursera); --cds-typography-display-sm: var(--cds-font-weight-700) var(--cds-font-size-500) / var(--cds-line-height-550) var(--cds-font-family-boutros-coursera); --cds-typography-display: var(--cds-font-weight-700) var(--cds-font-size-800) / var(--cds-line-height-900) var(--cds-font-family-boutros-coursera); } @media (max-width: 1023.95px) { :root[dir='rtl'] { --cds-typography-display: var(--cds-typography-display-sm); --cds-typography-title-large: var(--cds-typography-title-large-sm); --cds-typography-title-medium: var(--cds-typography-title-medium-sm); --cds-typography-title-small: var(--cds-typography-title-small-sm); --cds-typography-display: var(--cds-typography-display-sm); --cds-typography-title-large: var(--cds-typography-title-large-sm); --cds-typography-title-medium: var(--cds-typography-title-medium-sm); --cds-typography-title-small: var(--cds-typography-title-small-sm); } } :root { --cds-font-size-body2: 0.875rem; --cds-font-size-title4: 0.875rem; --cds-letter-spacing-250: -0.2px; --cds-letter-spacing-125: -0.1px; --cds-font-family-body: var(--cds-font-family-source-sans-pro); --cds-font-family-title: var(--cds-font-family-source-sans-pro); --cds-font-family-display: var(--cds-font-family-source-sans-pro); --cds-font-size-body1: var(--cds-font-size-200); --cds-font-size-title3: var(--cds-font-size-200); --cds-font-size-title2: var(--cds-font-size-250); --cds-font-size-title1-xs: var(--cds-font-size-300); --cds-font-size-title1-lg: var(--cds-font-size-350); --cds-font-size-display2-xs: var(--cds-font-size-400); --cds-font-size-display2-sm: var(--cds-font-size-450); --cds-font-size-display2-lg: var(--cds-font-size-550); --cds-font-size-display1-xs: var(--cds-font-size-600); --cds-font-size-display1-sm: var(--cds-font-size-800); --cds-font-size-display1-lg: var(--cds-font-size-1050); --cds-letter-spacing-body2: var(--cds-letter-spacing-0); --cds-letter-spacing-body1: var(--cds-letter-spacing-0); --cds-letter-spacing-title4: var(--cds-letter-spacing-125); --cds-letter-spacing-title3: var(--cds-letter-spacing-125); --cds-letter-spacing-title2: var(--cds-letter-spacing-125); --cds-letter-spacing-title1: var(--cds-letter-spacing-125); --cds-letter-spacing-display2: var(--cds-letter-spacing-125); --cds-letter-spacing-display1: var(--cds-letter-spacing-250); --cds-line-height-body2: var(--cds-line-height-250); --cds-line-height-body1: var(--cds-line-height-300); --cds-line-height-title4: var(--cds-line-height-250); --cds-line-height-title3: var(--cds-line-height-300); --cds-line-height-title2: var(--cds-line-height-350); --cds-line-height-title1-xs: var(--cds-line-height-400); --cds-line-height-title1-lg: var(--cds-line-height-450); --cds-line-height-display2-xs: var(--cds-line-height-500); --cds-line-height-display2-sm: var(--cds-line-height-600); --cds-line-height-display2-lg: var(--cds-line-height-650); --cds-line-height-display1-xs: var(--cds-line-height-700); --cds-line-height-display1-sm: var(--cds-line-height-900); --cds-line-height-display1-lg: var(--cds-line-height-1150); --cds-typography-body2: var(--cds-font-weight-400) var(--cds-font-size-body2) / var(--cds-line-height-body2) var(--cds-font-family-body); --cds-typography-body1: var(--cds-font-weight-400) var(--cds-font-size-body1) / var(--cds-line-height-body1) var(--cds-font-family-body); --cds-typography-title4: var(--cds-font-weight-700) var(--cds-font-size-title4) / var(--cds-line-height-title4) var(--cds-font-family-title); --cds-typography-title3-strong: var(--cds-font-weight-700) var(--cds-font-size-title3) / var(--cds-line-height-title3) var(--cds-font-family-title); --cds-typography-title3: var(--cds-font-weight-600) var(--cds-font-size-title3) / var(--cds-line-height-title3) var(--cds-font-family-title); --cds-typography-title2-weak: var(--cds-font-weight-400) var(--cds-font-size-title2) / var(--cds-line-height-title2) var(--cds-font-family-title); --cds-typography-title2: var(--cds-font-weight-600) var(--cds-font-size-title2) / var(--cds-line-height-title2) var(--cds-font-family-title); --cds-typography-title1-xs-weak: var(--cds-font-weight-400) var(--cds-font-size-title1-xs) / var(--cds-line-height-title1-xs) var(--cds-font-family-title); --cds-typography-title1-xs: var(--cds-font-weight-600) var(--cds-font-size-title1-xs) / var(--cds-line-height-title1-xs) var(--cds-font-family-title); --cds-typography-title1-weak: var(--cds-font-weight-400) var(--cds-font-size-title1-lg) / var(--cds-line-height-title1-lg) var(--cds-font-family-title); --cds-typography-title1: var(--cds-font-weight-600) var(--cds-font-size-title1-lg) / var(--cds-line-height-title1-lg) var(--cds-font-family-title); --cds-typography-display2-xs-weak: var(--cds-font-weight-400) var(--cds-font-size-display2-xs) / var(--cds-line-height-display2-xs) var(--cds-font-family-display); --cds-typography-display2-xs: var(--cds-font-weight-600) var(--cds-font-size-display2-xs) / var(--cds-line-height-display2-xs) var(--cds-font-family-display); --cds-typography-display2-sm-weak: var(--cds-font-weight-400) var(--cds-font-size-display2-sm) / var(--cds-line-height-display2-sm) var(--cds-font-family-display); --cds-typography-display2-sm: var(--cds-font-weight-600) var(--cds-font-size-display2-sm) / var(--cds-line-height-display2-sm) var(--cds-font-family-display); 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--cds-color-interactive-primary: var(--cds-color-blue-700); } </style><link href="https://d3njjcbhbojbot.cloudfront.net/webapps/r2-builds/seo-entity-page/allStyles.282d846521e300346185.css" data-href="https://d3njjcbhbojbot.cloudfront.net/webapps/r2-builds/seo-entity-page/allStyles.282d846521e300346185.css" rel="stylesheet"><title data-react-helmet="true">Best Machine Learning Courses Online with Certificates [2024] | Coursera</title> <meta data-react-helmet="true" property="og:url" content="https://www.coursera.org/courses?query=machine%20learning&skills=Machine%20Learning"/><meta data-react-helmet="true" property="og:locale" content="en_US"/><meta data-react-helmet="true" property="og:type" content="website"/><meta data-react-helmet="true" name="description" content="Transform your career with Coursera's Machine Learning courses. 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Join today!"/><meta data-react-helmet="true" property="twitter:image:src" content="https://s3.amazonaws.com/coursera/media/Grid_Coursera_Partners_updated.png"/><meta data-react-helmet="true" property="twitter:image" content="https://s3.amazonaws.com/coursera/media/Grid_Coursera_Partners_updated.png"/><meta data-react-helmet="true" property="twitter:card" content="summary"/> <link data-react-helmet="true" rel="canonical" href="https://www.coursera.org/courses?query=machine%20learning&skills=Machine%20Learning"/><link data-react-helmet="true" rel="next" href="https://www.coursera.org/courses?query=machine%20learning&page=2"/> <style data-coursera-design-system>.cds-37 { width: 100%; display: block; box-sizing: border-box; margin-left: auto; margin-right: auto; } .cds-38 { padding-left: 0; padding-right: 0; } @media (min-width:600px) { .cds-39 { max-width: 600px; } } @media (min-width:1024px) { .cds-39 { max-width: 1024px; } } @media (min-width:1440px) { .cds-39 { max-width: 1440px; } } 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var(--cds-font-weight-400); line-height: var(--cds-line-height-title1-lg); letter-spacing: var(--cds-letter-spacing-125); } @media (max-width:599.95px) { .cds-12 { font-size: var(--cds-font-size-title1-xs); line-height: var(--cds-line-height-title1-xs); } } .cds-13 { font-size: var(--cds-font-size-title2); font-family: var(--cds-font-family-source-sans-pro); font-weight: var(--cds-font-weight-400); line-height: var(--cds-line-height-title2); letter-spacing: var(--cds-letter-spacing-125); } .cds-21 { width: 1px; height: 1px; overflow: hidden; position: absolute; } .cds-22 { text-align: left; } .cds-23 { text-align: center; } .cds-24 { text-align: right; } .cds-25 { text-align: justify; } .cds-26 { overflow: hidden; white-space: nowrap; text-overflow: ellipsis; } .cds-27 { margin-bottom: 0.35em; } .cds-28 { margin-bottom: 16px; } .cds-29 { color: inherit; } .cds-30 { color: #3f51b5; } .cds-31 { color: #f50057; } .cds-32 { color: rgba(0, 0, 0, 0.87); } .cds-33 { color: rgba(0, 0, 0, 0.54); } .cds-34 { color: #f44336; } .cds-35 { display: inline; } .cds-36 { display: block; } .cds-2 { text-decoration: none; } .cds-3 { text-decoration: none; } .cds-3:hover { text-decoration: underline; } .cds-4 { text-decoration: underline; } .cds-5 { border: 0; cursor: pointer; margin: 0; outline: 0; padding: 0; position: relative; user-select: none; border-radius: 0; vertical-align: middle; -moz-appearance: none; background-color: transparent; -webkit-appearance: none; -webkit-tap-highlight-color: transparent; } .cds-5::-moz-focus-inner { border-style: none; } .cds-5.cds-6 { outline: auto; } .cds-218 { height: 0; overflow: hidden; transition: height 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms; } .cds-219 { height: auto; overflow: visible; } .cds-220 { visibility: hidden; } .cds-221 { display: flex; } .cds-222 { width: 100%; } .cds-149 { color: inherit; border: 0; cursor: pointer; margin: 0; display: inline-flex; outline: 0; padding: 0; position: relative; align-items: center; user-select: none; border-radius: 0; vertical-align: middle; -moz-appearance: none; justify-content: center; text-decoration: none; background-color: transparent; -webkit-appearance: none; -webkit-tap-highlight-color: transparent; } .cds-149::-moz-focus-inner { border-style: none; } .cds-149.cds-150 { cursor: default; pointer-events: none; } @media print { .cds-149 { color-adjust: exact; } } .cds-167 { z-index: 11000; pointer-events: none; } .cds-168 { pointer-events: auto; } .cds-169[x-placement*="bottom"] .cds-172 { top: 0; left: 0; margin-top: -0.71em; margin-left: 4px; margin-right: 4px; } .cds-169[x-placement*="top"] .cds-172 { left: 0; bottom: 0; margin-left: 4px; margin-right: 4px; margin-bottom: -0.71em; } .cds-169[x-placement*="right"] .cds-172 { left: 0; width: 0.71em; height: 1em; margin-top: 4px; margin-left: -0.71em; margin-bottom: 4px; } .cds-169[x-placement*="left"] .cds-172 { right: 0; width: 0.71em; height: 1em; margin-top: 4px; margin-right: -0.71em; margin-bottom: 4px; } .cds-169[x-placement*="left"] .cds-172::before { transform-origin: 0 0; } .cds-169[x-placement*="right"] .cds-172::before { transform-origin: 100% 100%; } .cds-169[x-placement*="top"] .cds-172::before { transform-origin: 100% 0; } .cds-169[x-placement*="bottom"] .cds-172::before { transform-origin: 0 100%; } .cds-170 { color: #fff; padding: 4px 8px; font-size: 0.625rem; max-width: 300px; word-wrap: break-word; font-family: var(--cds-font-family-source-sans-pro); line-height: 1.4em; border-radius: 4px; background-color: rgba(97, 97, 97, 0.9); } .cds-171 { margin: 0; position: relative; } .cds-172 { color: rgba(97, 97, 97, 0.9); width: 1em; height: 0.71em; overflow: hidden; position: absolute; box-sizing: border-box; } .cds-172::before { width: 100%; height: 100%; margin: auto; content: ""; display: block; transform: rotate(45deg); background-color: currentColor; } .cds-173 { padding: 8px 16px; font-size: 0.875rem; line-height: 1.14286em; } .cds-174 { margin: 0 24px ; transform-origin: right center; } @media (min-width:600px) { .cds-174 { margin: 0 14px; } } .cds-175 { margin: 0 24px; transform-origin: left center; } @media (min-width:600px) { .cds-175 { margin: 0 14px; } } .cds-176 { margin: 24px 0; transform-origin: center bottom; } @media (min-width:600px) { .cds-176 { margin: 14px 0; } } .cds-177 { margin: 24px 0; transform-origin: center top; } @media (min-width:600px) { .cds-177 { margin: 14px 0; } } @media (min-width:0px) and (max-width:599.95px) { .cds-152 { display: none; } } @media (min-width:0px) { .cds-153 { display: none; } } @media (max-width:599.95px) { .cds-154 { display: none; } } @media (min-width:600px) and (max-width:1023.95px) { .cds-155 { display: none; } } @media (min-width:600px) { .cds-156 { display: none; } } @media (max-width:1023.95px) { .cds-157 { display: none; } } @media (min-width:1024px) and (max-width:1439.95px) { .cds-158 { display: none; } } @media (min-width:1024px) { .cds-159 { display: none; } } @media (max-width:1439.95px) { .cds-160 { display: none; } } @media (min-width:1440px) and (max-width:1919.95px) { .cds-161 { display: none; } } @media (min-width:1440px) { .cds-162 { display: none; } } @media (max-width:1919.95px) { .cds-163 { display: none; } } @media (min-width:1920px) { .cds-164 { display: none; } } @media (min-width:1920px) { .cds-165 { display: none; } } @media (min-width:0px) { .cds-166 { display: none; } } .cds-178 { border: none; height: 1px; margin: 0; flex-shrink: 0; background-color: rgba(0, 0, 0, 0.12); } .cds-179 { left: 0; width: 100%; bottom: 0; position: absolute; } .cds-180 { margin-left: 72px; } .cds-181 { background-color: rgba(0, 0, 0, 0.08); } .cds-183 { width: 1px; height: 100%; } .cds-184 { height: auto; align-self: stretch; } .cds-189 { color: rgba(0, 0, 0, 0.54); padding: 0; font-size: var(--cds-font-size-body1); font-family: var(--cds-font-family-source-sans-pro); font-weight: var(--cds-font-weight-400); line-height: 1; letter-spacing: 0; } .cds-189.cds-191 { color: #3f51b5; } .cds-189.cds-192 { color: rgba(0, 0, 0, 0.38); } .cds-189.cds-193 { color: #f44336; } .cds-190.cds-191 { color: #f50057; } .cds-196.cds-193 { color: #f44336; } .cds-185 { border: 0; margin: 0; display: inline-flex; padding: 0; position: relative; min-width: 0; flex-direction: column; vertical-align: top; } .cds-186 { margin-top: 16px; margin-bottom: 8px; } .cds-187 { margin-top: 8px; margin-bottom: 4px; } .cds-188 { width: 100%; } .cds-197 { display: flex; flex-wrap: wrap; flex-direction: column; } .cds-198 { flex-direction: row; } .cds-209 { flex: 0 0 auto; color: rgba(0, 0, 0, 0.54); padding: 12px; overflow: visible; font-size: 1.5rem; text-align: center; transition: background-color 150ms cubic-bezier(0.4, 0, 0.2, 1) 0ms; border-radius: 50%; } .cds-209:hover { background-color: rgba(0, 0, 0, 0.04); } .cds-209.cds-215 { color: rgba(0, 0, 0, 0.26); background-color: transparent; } @media (hover: none) { .cds-209:hover { background-color: transparent; } } .cds-210 { margin-left: -12px; } .cds-216.cds-210 { margin-left: -3px; } .cds-211 { margin-right: -12px; } .cds-216.cds-211 { margin-right: -3px; } .cds-212 { color: inherit; } .cds-213 { color: #3f51b5; } .cds-213:hover { background-color: rgba(63, 81, 181, 0.04); } @media (hover: none) { .cds-213:hover { background-color: transparent; } } .cds-214 { color: #f50057; } .cds-214:hover { background-color: rgba(245, 0, 87, 0.04); } @media (hover: none) { .cds-214:hover { background-color: transparent; } } .cds-216 { padding: 3px; font-size: 1.125rem; } .cds-217 { width: 100%; display: flex; align-items: inherit; justify-content: inherit; } .cds-205 { padding: 9px; } .cds-208 { top: 0; left: 0; width: 100%; cursor: inherit; height: 100%; margin: 0; opacity: 0; padding: 0; z-index: 1; position: absolute; } .cds-199 { color: rgba(0, 0, 0, 0.54); } .cds-203.cds-200 { color: #3f51b5; } .cds-203.cds-201 { color: rgba(0, 0, 0, 0.26); } .cds-203.cds-200:hover { background-color: rgba(63, 81, 181, 0.04); } @media (hover: none) { .cds-203.cds-200:hover { background-color: transparent; } } .cds-204.cds-200 { color: inherit; } .cds-204.cds-201 { color: rgba(0, 0, 0, 0.26); } .cds-204.cds-200:hover { background-color: rgba(245, 0, 87, 0.04); } @media (hover: none) { .cds-204.cds-200:hover { background-color: transparent; } }</style> <style data-emotion="css 0 7dz4nb 1p7n6e0 7x8owt 1u8qly9 vhadi 1kspkkz az8ufr j6ha89 f31nvc 1dswftd nxuace jawg1x enz6b7 1cxrrkn 1ywvkny guxf6x 1xuo44u 1ickw1p o1szhl b7zsru 1g4qm1d sll922 12xwvkc 128pc2l hanxyc 1h9ktwj xdsj4k 1kc4kyy 1ncpydt 9rioy3 v8pk32 1p459qo t3v7te 7229lx vfcffj nerfr 1f7g6as bf2p16 8qziyg n7jvmu akqbi1 1vvtrhi 1e2gpwi 4s48ix 1y4qktt q9p10k 1winmd 1khwbbn qdegye 1xdhyk6 12w2b3k 1rmmvio 18y6usd s27fdh 1whdyhf 1bmgd8 1lc66l1 tvqrra ebbjlp bx8io7 l0otf2 2d63ak 1wk81cj 1wdokyz yy9yht kimdhf 1ix3oq0 1q3mc6j 14fx0ln 1cm2tw6 reop8o 1q435b2 si869u 1e0vdwy lt6iqh y5sq3q 1ehghwj 1qwjeco o6zxv1 dlm1y2 11trnn5 h1jogs 1gvx11w 18gf322 3gbnhs 1825nsb 6ecy9b 1oy39td 1r7twh3 12fajai 15utrac 1oxwx8r f70avt 1lx0j2k 1d8irfl gdwbyx 1ibxsrf 8p0fb3 16m4c33 22za10 pidhmc 18juqt8 de92ti vac8rf l47nsn 1i7bybc cgrcns 1rbwuu1 epm9dj 1cnv6wh 19e2cig ls7ln4 1jcy7xi b4xkx9 box8pc 13wylk3 1fpjxvw 1qech6y 1w5alqm y9gyws d7c5ti 1md4c93 1f7db6c fd6tbv 7c21xp 9dbmi6 16oqypx 164swe4 1qtaeoi 17m5k6m 1ad7rl8 11pa469 ewl2eh 1p39lxk bqzb62 1tig1o1 gic03g 1rhlnqi 1tqlgdy fk6qfz tuuxfn 75irmg puj6la s36km5 7nzhcp 16aq6q3 1qk59e0">:root{--cds-color-darken-975:rgba(15, 17, 20, 0.98);--cds-color-darken-950:rgba(15, 17, 20, 0.95);--cds-color-darken-900:rgba(15, 17, 20, 0.9);--cds-color-darken-800:rgba(15, 17, 20, 0.8);--cds-color-darken-700:rgba(15, 17, 20, 0.7);--cds-color-darken-600:rgba(15, 17, 20, 0.6);--cds-color-darken-500:rgba(15, 17, 20, 0.5);--cds-color-darken-400:rgba(15, 17, 20, 0.4);--cds-color-darken-300:rgba(15, 17, 20, 0.3);--cds-color-darken-200:rgba(15, 17, 20, 0.2);--cds-color-darken-100:rgba(15, 17, 20, 0.1);--cds-color-darken-50:rgba(15, 17, 20, 0.05);--cds-color-darken-25:rgba(15, 17, 20, 0.03);--cds-color-darken-0:rgba(15, 17, 20, 0);--cds-color-lighten-975:rgba(255, 255, 255, 0.98);--cds-color-lighten-950:rgba(255, 255, 255, 0.95);--cds-color-lighten-900:rgba(255, 255, 255, 0.9);--cds-color-lighten-800:rgba(255, 255, 255, 0.8);--cds-color-lighten-700:rgba(255, 255, 255, 0.7);--cds-color-lighten-600:rgba(255, 255, 255, 0.6);--cds-color-lighten-500:rgba(255, 255, 255, 0.5);--cds-color-lighten-400:rgba(255, 255, 255, 0.4);--cds-color-lighten-300:rgba(255, 255, 255, 0.3);--cds-color-lighten-200:rgba(255, 255, 255, 0.2);--cds-color-lighten-100:rgba(255, 255, 255, 0.1);--cds-color-lighten-50:rgba(255, 255, 255, 0.05);--cds-color-lighten-25:rgba(255, 255, 255, 0.03);--cds-color-lighten-0:rgba(255, 255, 255, 0);--cds-color-pink-975:#1e051a;--cds-color-pink-950:#45093a;--cds-color-pink-900:#661057;--cds-color-pink-800:#7d166a;--cds-color-pink-700:#9c1a84;--cds-color-pink-600:#c429a8;--cds-color-pink-500:#e339c4;--cds-color-pink-400:#f05bd5;--cds-color-pink-300:#ff82e7;--cds-color-pink-200:#ffa6ee;--cds-color-pink-100:#ffccf5;--cds-color-pink-50:#ffe0f9;--cds-color-pink-25:#fff2fd;--cds-color-red-975:#2e0007;--cds-color-red-950:#66000f;--cds-color-red-900:#9e0018;--cds-color-red-800:#c4001d;--cds-color-red-700:#d30a28;--cds-color-red-600:#ed2644;--cds-color-red-500:#f0465f;--cds-color-red-400:#fc657d;--cds-color-red-300:#ff8f9f;--cds-color-red-200:#ffb0bc;--cds-color-red-100:#fad2d8;--cds-color-red-50:#fce5e8;--cds-color-red-25:#fdf5f5;--cds-color-green-975:#02150f;--cds-color-green-950:#062e21;--cds-color-green-900:#074735;--cds-color-green-800:#095941;--cds-color-green-700:#087051;--cds-color-green-600:#118f69;--cds-color-green-500:#22a880;--cds-color-green-400:#3bc29a;--cds-color-green-300:#66dab7;--cds-color-green-200:#94e5cd;--cds-color-green-100:#b8f2e1;--cds-color-green-50:#cffaed;--cds-color-green-25:#ebfdf8;--cds-color-yellow-975:#200900;--cds-color-yellow-950:#471400;--cds-color-yellow-900:#6b1e00;--cds-color-yellow-800:#852600;--cds-color-yellow-700:#a32e00;--cds-color-yellow-600:#c74504;--cds-color-yellow-500:#de6000;--cds-color-yellow-400:#f28100;--cds-color-yellow-300:#faaf00;--cds-color-yellow-200:#ffc936;--cds-color-yellow-100:#ffdc96;--cds-color-yellow-50:#ffeac9;--cds-color-yellow-25:#fff4e8;--cds-color-purple-975:#150333;--cds-color-purple-950:#340385;--cds-color-purple-900:#4a0fab;--cds-color-purple-800:#5b15cf;--cds-color-purple-700:#6923de;--cds-color-purple-600:#8040ed;--cds-color-purple-500:#9258f5;--cds-color-purple-400:#a678f5;--cds-color-purple-300:#c29ffc;--cds-color-purple-200:#d3bbfa;--cds-color-purple-100:#e7d9ff;--cds-color-purple-50:#f1e8ff;--cds-color-purple-25:#f9f5ff;--cds-color-blue-975:#00112a;--cds-color-blue-950:#002761;--cds-color-blue-900:#003b8f;--cds-color-blue-800:#0048b0;--cds-color-blue-700:#0056d2;--cds-color-blue-600:#1e72eb;--cds-color-blue-500:#3587fc;--cds-color-blue-400:#5b9dfc;--cds-color-blue-300:#87b8ff;--cds-color-blue-200:#adcfff;--cds-color-blue-100:#cfe2ff;--cds-color-blue-50:#e3eeff;--cds-color-blue-25:#f0f6ff;--cds-color-grey-975:#0f1114;--cds-color-grey-950:#1e2229;--cds-color-grey-900:#2d3440;--cds-color-grey-800:#363f52;--cds-color-grey-700:#404b61;--cds-color-grey-600:#5b6780;--cds-color-grey-500:#6d7c99;--cds-color-grey-400:#8495b0;--cds-color-grey-300:#a7b4c9;--cds-color-grey-200:#c1cad9;--cds-color-grey-100:#dae1ed;--cds-color-grey-50:#e8eef7;--cds-color-grey-25:#f2f5fa;--cds-color-white-0:#ffffff;--cds-color-callouts-tertiary-invert:#b0e5fb;--cds-text-decoration-link:underline;--cds-font-family-boutros-coursera:Boutros Coursera,Tahoma,sans-serif;--cds-font-family-source-sans-pro:Source Sans Pro,Arial,sans-serif;--cds-font-size-1100:5.5rem;--cds-font-size-1050:5.25rem;--cds-font-size-1000:5rem;--cds-font-size-950:4.75rem;--cds-font-size-900:4.5rem;--cds-font-size-850:4.25rem;--cds-font-size-800:4rem;--cds-font-size-750:3.75rem;--cds-font-size-700:3.5rem;--cds-font-size-650:3.25rem;--cds-font-size-600:3rem;--cds-font-size-550:2.75rem;--cds-font-size-500:2.5rem;--cds-font-size-450:2.25rem;--cds-font-size-400:2rem;--cds-font-size-375:1.875rem;--cds-font-size-350:1.75rem;--cds-font-size-300:1.5rem;--cds-font-size-250:1.25rem;--cds-font-size-200:1rem;--cds-font-size-175:0.875rem;--cds-font-size-150:0.75rem;--cds-font-size-125:0.625rem;--cds-font-size-100:0.5rem;--cds-letter-spacing-minus30:-0.003em;--cds-letter-spacing-minus50:-0.005em;--cds-letter-spacing-minus100:-0.01em;--cds-letter-spacing-100:0.01em;--cds-letter-spacing-0:0em;--cds-line-height-1200:6rem;--cds-line-height-1150:5.75rem;--cds-line-height-1100:5.5rem;--cds-line-height-1050:5.25rem;--cds-line-height-1000:5rem;--cds-line-height-900:4.5rem;--cds-line-height-850:4.25rem;--cds-line-height-800:4rem;--cds-line-height-700:3.5rem;--cds-line-height-650:3.25rem;--cds-line-height-600:3rem;--cds-line-height-550:2.75rem;--cds-line-height-525:2.625rem;--cds-line-height-500:2.5rem;--cds-line-height-450:2.25rem;--cds-line-height-400:2rem;--cds-line-height-375:1.875rem;--cds-line-height-350:1.75rem;--cds-line-height-300:1.5rem;--cds-line-height-250:1.25rem;--cds-line-height-200:1rem;--cds-line-height-175:0.875rem;--cds-line-height-150:0.75rem;--cds-base:8;--cds-font-weight-700:700;--cds-font-weight-600:600;--cds-font-weight-400:400;--cds-border-radius-max:50px;--cds-border-radius-400:32px;--cds-border-radius-200:16px;--cds-border-radius-100:8px;--cds-border-radius-50:4px;--cds-border-radius-25:2px;--cds-spacing-1400:112px;--cds-spacing-1000:80px;--cds-spacing-800:64px;--cds-spacing-600:48px;--cds-spacing-400:32px;--cds-spacing-300:24px;--cds-spacing-200:16px;--cds-spacing-150:12px;--cds-spacing-100:8px;--cds-spacing-50:4px;--cds-color-emphasis-quaternary-content-default:var(--cds-color-purple-950);--cds-color-emphasis-quaternary-stroke-default:var(--cds-color-purple-700);--cds-color-emphasis-quaternary-background-xweak:var(--cds-color-purple-25);--cds-color-emphasis-quaternary-background-weak:var(--cds-color-purple-50);--cds-color-emphasis-quaternary-background-default:var(--cds-color-purple-600);--cds-color-emphasis-quaternary-background-strong:var(--cds-color-purple-700);--cds-color-emphasis-quaternary-background-xstrong:var(--cds-color-purple-900);--cds-color-emphasis-tertiary-content-default:var(--cds-color-yellow-800);--cds-color-emphasis-tertiary-stroke-default:var(--cds-color-yellow-300);--cds-color-emphasis-tertiary-background-xweak:var(--cds-color-yellow-25);--cds-color-emphasis-tertiary-background-weak:var(--cds-color-yellow-50);--cds-color-emphasis-tertiary-background-default:var(--cds-color-yellow-300);--cds-color-emphasis-tertiary-background-strong:var(--cds-color-yellow-500);--cds-color-emphasis-tertiary-background-xstrong:var(--cds-color-yellow-600);--cds-color-emphasis-secondary-stroke-default:var(--cds-color-pink-500);--cds-color-emphasis-secondary-content-default:var(--cds-color-pink-800);--cds-color-emphasis-secondary-background-xweak:var(--cds-color-pink-25);--cds-color-emphasis-secondary-background-weak:var(--cds-color-pink-50);--cds-color-emphasis-secondary-background-xstrong:var(--cds-color-pink-700);--cds-color-emphasis-secondary-background-strong:var(--cds-color-pink-600);--cds-color-emphasis-secondary-background-default:var(--cds-color-pink-500);--cds-color-emphasis-neutral-stroke-default:var(--cds-color-grey-600);--cds-color-emphasis-neutral-content-default:var(--cds-color-grey-600);--cds-color-emphasis-neutral-background-xweak:var(--cds-color-grey-25);--cds-color-emphasis-neutral-background-weak:var(--cds-color-grey-50);--cds-color-emphasis-neutral-background-default:var(--cds-color-grey-500);--cds-color-emphasis-neutral-background-xstrong:var(--cds-color-grey-900);--cds-color-emphasis-neutral-background-xxstrong:var(--cds-color-grey-975);--cds-color-emphasis-primary-background-xweak:var(--cds-color-blue-25);--cds-color-emphasis-primary-background-strong:var(--cds-color-blue-700);--cds-color-emphasis-primary-background-default:var(--cds-color-blue-500);--cds-color-emphasis-primary-background-xstrong:var(--cds-color-blue-800);--cds-color-emphasis-primary-background-weak:var(--cds-color-blue-50);--cds-color-emphasis-primary-background-xxstrong:var(--cds-color-blue-950);--cds-color-emphasis-primary-stroke-default:var(--cds-color-blue-500);--cds-color-emphasis-primary-content-default:var(--cds-color-blue-800);--cds-color-utility-warning:var(--cds-color-yellow-200);--cds-color-utility-overlay:var(--cds-color-darken-500);--cds-color-callouts-background-primary-strong:var(--cds-color-blue-950);--cds-color-callouts-background-primary:var(--cds-color-blue-700);--cds-color-callouts-background-tertiary-weak:var(--cds-color-yellow-25);--cds-color-callouts-background-secondary-weak:var(--cds-color-purple-25);--cds-color-callouts-background-primary-weak:var(--cds-color-blue-50);--cds-color-callouts-secondary-invert:var(--cds-color-yellow-200);--cds-color-callouts-tertiary:var(--cds-color-blue-900);--cds-color-callouts-secondary:var(--cds-color-purple-950);--cds-color-feedback-background-warning-weak:var(--cds-color-yellow-25);--cds-color-feedback-background-informative-weak:var(--cds-color-blue-25);--cds-color-feedback-background-success-weak:var(--cds-color-green-25);--cds-color-feedback-background-error-weak:var(--cds-color-red-25);--cds-color-feedback-warning:var(--cds-color-yellow-700);--cds-color-feedback-informative:var(--cds-color-blue-700);--cds-color-feedback-success-invert-weak:var(--cds-color-green-50);--cds-color-feedback-success-hover:var(--cds-color-green-800);--cds-color-feedback-success:var(--cds-color-green-700);--cds-color-feedback-error-invert-weak:var(--cds-color-red-50);--cds-color-feedback-error-hover:var(--cds-color-red-900);--cds-color-feedback-error:var(--cds-color-red-700);--cds-color-neutral-background-primary:var(--cds-color-white-0);--cds-color-neutral-background-primary-weak:var(--cds-color-grey-25);--cds-color-neutral-stroke-primary-invert:var(--cds-color-white-0);--cds-color-neutral-stroke-primary-weak:var(--cds-color-grey-50);--cds-color-neutral-stroke-primary:var(--cds-color-grey-400);--cds-color-neutral-disabled-weak:var(--cds-color-grey-25);--cds-color-neutral-disabled-strong:var(--cds-color-grey-200);--cds-color-neutral-disabled:var(--cds-color-grey-50);--cds-color-neutral-primary-invert:var(--cds-color-white-0);--cds-color-neutral-primary-weak:var(--cds-color-grey-600);--cds-color-neutral-primary:var(--cds-color-grey-975);--cds-color-interactive-background-primary-selected-weak:var(--cds-color-purple-25);--cds-color-interactive-background-primary-pressed-weak:var(--cds-color-purple-25);--cds-color-interactive-background-primary-hover-weak:var(--cds-color-blue-25);--cds-color-interactive-stroke-primary-focus-invert:var(--cds-color-blue-25);--cds-color-interactive-stroke-primary-focus:var(--cds-color-purple-700);--cds-color-interactive-primary-selected:var(--cds-color-purple-950);--cds-color-interactive-primary-pressed:var(--cds-color-purple-950);--cds-color-interactive-primary-hover:var(--cds-color-blue-800);--cds-color-interactive-primary:var(--cds-color-blue-700);--cds-typography-action-secondary:var(--cds-font-weight-600) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-source-sans-pro);--cds-typography-action-primary:var(--cds-font-weight-600) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-source-sans-pro);--cds-typography-body-secondary:var(--cds-font-weight-400) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-source-sans-pro);--cds-typography-body-primary:var(--cds-font-weight-400) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-source-sans-pro);--cds-typography-subtitle-medium:var(--cds-font-weight-600) var(--cds-font-size-200)/var(--cds-line-height-250) var(--cds-font-family-source-sans-pro);--cds-typography-subtitle-large:var(--cds-font-weight-600) var(--cds-font-size-250)/var(--cds-line-height-300) var(--cds-font-family-source-sans-pro);--cds-typography-title-small-sm:var(--cds-font-weight-600) var(--cds-font-size-300)/var(--cds-line-height-375) var(--cds-font-family-source-sans-pro);--cds-typography-title-small:var(--cds-font-weight-600) var(--cds-font-size-375)/var(--cds-line-height-450) var(--cds-font-family-source-sans-pro);--cds-typography-title-medium-sm:var(--cds-font-weight-600) var(--cds-font-size-350)/var(--cds-line-height-450) var(--cds-font-family-source-sans-pro);--cds-typography-title-medium:var(--cds-font-weight-600) var(--cds-font-size-450)/var(--cds-line-height-525) var(--cds-font-family-source-sans-pro);--cds-typography-title-large-sm:var(--cds-font-weight-600) var(--cds-font-size-400)/var(--cds-line-height-500) var(--cds-font-family-source-sans-pro);--cds-typography-title-large:var(--cds-font-weight-600) var(--cds-font-size-600)/var(--cds-line-height-700) var(--cds-font-family-source-sans-pro);--cds-typography-display-sm:var(--cds-font-weight-600) var(--cds-font-size-500)/var(--cds-line-height-550) var(--cds-font-family-source-sans-pro);--cds-typography-display:var(--cds-font-weight-600) var(--cds-font-size-800)/var(--cds-line-height-900) var(--cds-font-family-source-sans-pro);}@media (max-width: 1023.95px){:root{--cds-typography-display:var(--cds-typography-display-sm);--cds-typography-title-large:var(--cds-typography-title-large-sm);--cds-typography-title-medium:var(--cds-typography-title-medium-sm);--cds-typography-title-small:var(--cds-typography-title-small-sm);}}:root[dir='rtl']{--cds-text-decoration-link:underline;--cds-typography-action-secondary:var(--cds-font-weight-700) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-boutros-coursera);--cds-typography-action-primary:var(--cds-font-weight-700) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-boutros-coursera);--cds-typography-body-secondary:var(--cds-font-weight-400) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-boutros-coursera);--cds-typography-body-primary:var(--cds-font-weight-400) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-boutros-coursera);--cds-typography-subtitle-medium:var(--cds-font-weight-700) var(--cds-font-size-200)/var(--cds-line-height-250) var(--cds-font-family-boutros-coursera);--cds-typography-subtitle-large:var(--cds-font-weight-700) var(--cds-font-size-250)/var(--cds-line-height-300) var(--cds-font-family-boutros-coursera);--cds-typography-title-small-sm:var(--cds-font-weight-700) var(--cds-font-size-375)/var(--cds-line-height-450) var(--cds-font-family-boutros-coursera);--cds-typography-title-small:var(--cds-font-weight-700) var(--cds-font-size-375)/var(--cds-line-height-450) var(--cds-font-family-boutros-coursera);--cds-typography-title-medium-sm:var(--cds-font-weight-700) var(--cds-font-size-350)/var(--cds-line-height-450) var(--cds-font-family-boutros-coursera);--cds-typography-title-medium:var(--cds-font-weight-700) var(--cds-font-size-450)/var(--cds-line-height-525) var(--cds-font-family-boutros-coursera);--cds-typography-title-large-sm:var(--cds-font-weight-700) var(--cds-font-size-400)/var(--cds-line-height-500) var(--cds-font-family-boutros-coursera);--cds-typography-title-large:var(--cds-font-weight-700) var(--cds-font-size-600)/var(--cds-line-height-700) var(--cds-font-family-boutros-coursera);--cds-typography-display-sm:var(--cds-font-weight-700) var(--cds-font-size-500)/var(--cds-line-height-550) var(--cds-font-family-boutros-coursera);--cds-typography-display:var(--cds-font-weight-700) var(--cds-font-size-800)/var(--cds-line-height-900) var(--cds-font-family-boutros-coursera);}@media (max-width: 1023.95px){:root[dir='rtl']{--cds-typography-display:var(--cds-typography-display-sm);--cds-typography-title-large:var(--cds-typography-title-large-sm);--cds-typography-title-medium:var(--cds-typography-title-medium-sm);--cds-typography-title-small:var(--cds-typography-title-small-sm);--cds-typography-display:var(--cds-typography-display-sm);--cds-typography-title-large:var(--cds-typography-title-large-sm);--cds-typography-title-medium:var(--cds-typography-title-medium-sm);--cds-typography-title-small:var(--cds-typography-title-small-sm);}}:root{--cds-font-size-body2:0.875rem;--cds-font-size-title4:0.875rem;--cds-letter-spacing-250:-0.2px;--cds-letter-spacing-125:-0.1px;--cds-font-family-body:var(--cds-font-family-source-sans-pro);--cds-font-family-title:var(--cds-font-family-source-sans-pro);--cds-font-family-display:var(--cds-font-family-source-sans-pro);--cds-font-size-body1:var(--cds-font-size-200);--cds-font-size-title3:var(--cds-font-size-200);--cds-font-size-title2:var(--cds-font-size-250);--cds-font-size-title1-xs:var(--cds-font-size-300);--cds-font-size-title1-lg:var(--cds-font-size-350);--cds-font-size-display2-xs:var(--cds-font-size-400);--cds-font-size-display2-sm:var(--cds-font-size-450);--cds-font-size-display2-lg:var(--cds-font-size-550);--cds-font-size-display1-xs:var(--cds-font-size-600);--cds-font-size-display1-sm:var(--cds-font-size-800);--cds-font-size-display1-lg:var(--cds-font-size-1050);--cds-letter-spacing-body2:var(--cds-letter-spacing-0);--cds-letter-spacing-body1:var(--cds-letter-spacing-0);--cds-letter-spacing-title4:var(--cds-letter-spacing-125);--cds-letter-spacing-title3:var(--cds-letter-spacing-125);--cds-letter-spacing-title2:var(--cds-letter-spacing-125);--cds-letter-spacing-title1:var(--cds-letter-spacing-125);--cds-letter-spacing-display2:var(--cds-letter-spacing-125);--cds-letter-spacing-display1:var(--cds-letter-spacing-250);--cds-line-height-body2:var(--cds-line-height-250);--cds-line-height-body1:var(--cds-line-height-300);--cds-line-height-title4:var(--cds-line-height-250);--cds-line-height-title3:var(--cds-line-height-300);--cds-line-height-title2:var(--cds-line-height-350);--cds-line-height-title1-xs:var(--cds-line-height-400);--cds-line-height-title1-lg:var(--cds-line-height-450);--cds-line-height-display2-xs:var(--cds-line-height-500);--cds-line-height-display2-sm:var(--cds-line-height-600);--cds-line-height-display2-lg:var(--cds-line-height-650);--cds-line-height-display1-xs:var(--cds-line-height-700);--cds-line-height-display1-sm:var(--cds-line-height-900);--cds-line-height-display1-lg:var(--cds-line-height-1150);--cds-typography-body2:var(--cds-font-weight-400) var(--cds-font-size-body2)/var(--cds-line-height-body2) var(--cds-font-family-body);--cds-typography-body1:var(--cds-font-weight-400) var(--cds-font-size-body1)/var(--cds-line-height-body1) var(--cds-font-family-body);--cds-typography-title4:var(--cds-font-weight-700) var(--cds-font-size-title4)/var(--cds-line-height-title4) var(--cds-font-family-title);--cds-typography-title3-strong:var(--cds-font-weight-700) var(--cds-font-size-title3)/var(--cds-line-height-title3) var(--cds-font-family-title);--cds-typography-title3:var(--cds-font-weight-600) var(--cds-font-size-title3)/var(--cds-line-height-title3) var(--cds-font-family-title);--cds-typography-title2-weak:var(--cds-font-weight-400) var(--cds-font-size-title2)/var(--cds-line-height-title2) var(--cds-font-family-title);--cds-typography-title2:var(--cds-font-weight-600) var(--cds-font-size-title2)/var(--cds-line-height-title2) var(--cds-font-family-title);--cds-typography-title1-xs-weak:var(--cds-font-weight-400) var(--cds-font-size-title1-xs)/var(--cds-line-height-title1-xs) var(--cds-font-family-title);--cds-typography-title1-xs:var(--cds-font-weight-600) var(--cds-font-size-title1-xs)/var(--cds-line-height-title1-xs) var(--cds-font-family-title);--cds-typography-title1-weak:var(--cds-font-weight-400) var(--cds-font-size-title1-lg)/var(--cds-line-height-title1-lg) var(--cds-font-family-title);--cds-typography-title1:var(--cds-font-weight-600) var(--cds-font-size-title1-lg)/var(--cds-line-height-title1-lg) var(--cds-font-family-title);--cds-typography-display2-xs-weak:var(--cds-font-weight-400) var(--cds-font-size-display2-xs)/var(--cds-line-height-display2-xs) var(--cds-font-family-display);--cds-typography-display2-xs:var(--cds-font-weight-600) var(--cds-font-size-display2-xs)/var(--cds-line-height-display2-xs) var(--cds-font-family-display);--cds-typography-display2-sm-weak:var(--cds-font-weight-400) var(--cds-font-size-display2-sm)/var(--cds-line-height-display2-sm) var(--cds-font-family-display);--cds-typography-display2-sm:var(--cds-font-weight-600) var(--cds-font-size-display2-sm)/var(--cds-line-height-display2-sm) var(--cds-font-family-display);--cds-typography-display2-weak:var(--cds-font-weight-400) var(--cds-font-size-display2-lg)/var(--cds-line-height-display2-lg) var(--cds-font-family-display);--cds-typography-display2:var(--cds-font-weight-600) var(--cds-font-size-display2-lg)/var(--cds-line-height-display2-lg) var(--cds-font-family-display);--cds-typography-display1-xs-weak:var(--cds-font-weight-400) var(--cds-font-size-display1-xs)/var(--cds-line-height-display1-xs) var(--cds-font-family-display);--cds-typography-display1-xs:var(--cds-font-weight-600) var(--cds-font-size-display1-xs)/var(--cds-line-height-display1-xs) var(--cds-font-family-display);--cds-typography-display1-sm-weak:var(--cds-font-weight-400) var(--cds-font-size-display1-sm)/var(--cds-line-height-display1-sm) var(--cds-font-family-display);--cds-typography-display1-sm:var(--cds-font-weight-600) var(--cds-font-size-display1-sm)/var(--cds-line-height-display1-sm) var(--cds-font-family-display);--cds-typography-display1-weak:var(--cds-font-weight-400) var(--cds-font-size-display1-lg)/var(--cds-line-height-display1-lg) var(--cds-font-family-display);--cds-typography-display1:var(--cds-font-weight-600) var(--cds-font-size-display1-lg)/var(--cds-line-height-display1-lg) var(--cds-font-family-display);}@media (max-width: 1023.95px){:root{--cds-typography-display1:var(--cds-typography-display1-sm);--cds-typography-display1-weak:var(--cds-typography-display1-sm-weak);--cds-typography-display2:var(--cds-typography-display2-sm);--cds-typography-display2-weak:var(--cds-typography-display2-sm-weak);}}@media (max-width: 599.95px){:root{--cds-typography-display1:var(--cds-typography-display1-xs);--cds-typography-display1-weak:var(--cds-typography-display1-xs-weak);--cds-typography-display2:var(--cds-typography-display2-xs);--cds-typography-display2-weak:var(--cds-typography-display2-xs-weak);--cds-typography-title1:var(--cds-typography-title1-xs);--cds-typography-title1-weak:var(--cds-typography-title1-xs-weak);}}:root[dir='rtl']{--cds-font-family-body:var(--cds-font-family-boutros-coursera);--cds-font-family-title:var(--cds-font-family-boutros-coursera);--cds-font-family-display:var(--cds-font-family-boutros-coursera);--cds-letter-spacing-body2:var(--cds-letter-spacing-0);--cds-letter-spacing-body1:var(--cds-letter-spacing-0);--cds-letter-spacing-title4:var(--cds-letter-spacing-0);--cds-letter-spacing-title3:var(--cds-letter-spacing-0);--cds-letter-spacing-title2:var(--cds-letter-spacing-0);--cds-letter-spacing-title1:var(--cds-letter-spacing-0);--cds-letter-spacing-display2:var(--cds-letter-spacing-0);--cds-letter-spacing-display1:var(--cds-letter-spacing-0);}@media (max-width: 1023.95px){:root[dir='rtl']{--cds-typography-display1:var(--cds-typography-display1-sm);--cds-typography-display1-weak:var(--cds-typography-display1-sm-weak);--cds-typography-display2:var(--cds-typography-display2-sm);--cds-typography-display2-weak:var(--cds-typography-display2-sm-weak);}}@media (max-width: 599.95px){:root[dir='rtl']{--cds-typography-display1:var(--cds-typography-display1-xs);--cds-typography-display1-weak:var(--cds-typography-display1-xs-weak);--cds-typography-display2:var(--cds-typography-display2-xs);--cds-typography-display2-weak:var(--cds-typography-display2-xs-weak);--cds-typography-title1:var(--cds-typography-title1-xs);--cds-typography-title1-weak:var(--cds-typography-title1-xs-weak);}}.css-1p7n6e0{min-width:360;background-color:#fff;box-shadow:0 2px 4px 0 rgb(0 0 0 / 10%);position:fixed;width:100%;left:0;right:0;top:0;-webkit-transition:top 0.2s ease-in-out;transition:top 0.2s 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Explore hands-on courses in neural networks, natural language processing, and advanced machine learning techniques.</p><div class="cds-160"></div></div></div><div class="cds-45 css-d7c5ti cds-47 cds-grid-item cds-92 cds-132"><div class="css-1md4c93"><div class="css-fd6tbv"><div class="cds-45 cds-ChipGroup-chipGroup css-0 cds-46 cds-49"><div role="radiogroup" aria-live="polite" aria-relevant="text" class="cds-ChipGroup-group css-1f7db6c" id="cds-react-aria-7"><button class="cds-149 cds-Chip-root cds-Chip-selected css-7c21xp" tabindex="-1" type="button" aria-checked="true" aria-label="Most Popular" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="collections_filter_chip" id="cds-react-aria-8" role="radio">Most Popular</button><button class="cds-149 cds-Chip-root css-7c21xp" tabindex="-1" type="button" aria-checked="false" aria-label="Beginner-friendly" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="collections_filter_chip" id="cds-react-aria-9" role="radio">Beginner-friendly</button></div></div></div><div class="css-9dbmi6"><div class="rc-CollectionsContainer"><section class="rc-ProductCardCollection css-16oqypx" data-e2e="mixed-card-collection" aria-label="Most Popular Collection"><ul class="cds-45 css-164swe4 cds-46"><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-1qtaeoi"><div data-testid="product-card-cds" class="css-17m5k6m"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/3a/9d2a7af297483a845340bcfbac6f1e/MLS.course-banners-01_Course-Logo-.png?auto=format%2Ccompress%2C%20enhance&dpr=1&w=265&h=204&fit=crop&q=50" srcSet="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/3a/9d2a7af297483a845340bcfbac6f1e/MLS.course-banners-01_Course-Logo-.png?auto=format%2Ccompress%2C%20enhance&dpr=2&w=265&h=204&fit=crop&q=50 2x, https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/3a/9d2a7af297483a845340bcfbac6f1e/MLS.course-banners-01_Course-Logo-.png?auto=format%2Ccompress%2C%20enhance&dpr=3&w=265&h=204&fit=crop&q=50 3x" style="max-width:none;max-height:none;min-width:100%;min-height:100%" alt=""/></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-10-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="DeepLearning.AI"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">D</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">DeepLearning.AI</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"collectionId":"most-popular","collectionIndex":0,"collectionName":"Most Popular","entityId":"s12n~nOOfCDWeEeuiZgo2K4rorQ","entityIndex":0,"href":"/specializations/machine-learning-introduction","id":"s12n~nOOfCDWeEeuiZgo2K4rorQ","itemIndex":0,"label":"Most Popular","listIndex":0,"name":"Machine Learning","namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"offeringSource":"openSearch","offeringType":"SPECIALIZATION","schema_type":"FRONTEND","sectionIndex":0,"slug":"/specializations/machine-learning-introduction"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/specializations/machine-learning-introduction" href="/specializations/machine-learning-introduction" to="/specializations/machine-learning-introduction" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-10-product-card-title" aria-label="Machine Learning Specialization by DeepLearning.AI, Stanford University, provide skills Machine Learning, Machine Learning Algorithms, Applied Machine Learning etc... Beginner level 1 - 3 Months" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">Machine Learning</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Machine Learning, Machine Learning Algorithms, Applied Machine Learning, Algorithms, Deep Learning, Machine Learning Software, Artificial Neural Networks, Human Learning, Python Programming, Regression, Statistical Machine Learning, Tensorflow, Mathematics, Critical Thinking, Network Model, Reinforcement Learning</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-creditType"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-11" class="css-19e2cig"><path fill-rule="evenodd" clip-rule="evenodd" d="M.5 2.5h19.05v15H.5v-15zm1 1v13h17.05v-13H1.5z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M11.61 10.59h1v2.593l.89-.454.89.454V10.59h1v4.227l-1.89-.966-1.89.966V10.59z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M13.5 6.51a2 2 0 100 4 2 2 0 000-4zm-3 2a3 3 0 116 0 3 3 0 01-6 0z" fill="currentColor"></path></svg><p class="css-ls7ln4">Build toward a degree</p></div><div class="cds-CommonCard-ratings"></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Beginner · Specialization · 1 - 3 Months</p></div></div></div></div></div></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-1qtaeoi"><div data-testid="product-card-cds" class="css-17m5k6m"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/78/0b8c921b6346f69278f39ba6ca8128/Professional-Certificate---IBM-Machine-Language.png?auto=format%2Ccompress%2C%20enhance&dpr=1&w=265&h=204&fit=crop&q=50" srcSet="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/78/0b8c921b6346f69278f39ba6ca8128/Professional-Certificate---IBM-Machine-Language.png?auto=format%2Ccompress%2C%20enhance&dpr=2&w=265&h=204&fit=crop&q=50 2x, https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/78/0b8c921b6346f69278f39ba6ca8128/Professional-Certificate---IBM-Machine-Language.png?auto=format%2Ccompress%2C%20enhance&dpr=3&w=265&h=204&fit=crop&q=50 3x" style="max-width:none;max-height:none;min-width:100%;min-height:100%" alt=""/></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-12-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="IBM"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">I</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">IBM</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"collectionId":"most-popular","collectionIndex":0,"collectionName":"Most Popular","entityId":"s12n~Q0Fc_Yl0EeqdTApgQ4tM7Q","entityIndex":1,"href":"/professional-certificates/ibm-machine-learning","id":"s12n~Q0Fc_Yl0EeqdTApgQ4tM7Q","itemIndex":1,"label":"Most Popular","listIndex":0,"name":"IBM Machine Learning","namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"offeringSource":"openSearch","offeringType":"PROFESSIONAL CERTIFICATE","schema_type":"FRONTEND","sectionIndex":0,"slug":"/professional-certificates/ibm-machine-learning"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/professional-certificates/ibm-machine-learning" href="/professional-certificates/ibm-machine-learning" to="/professional-certificates/ibm-machine-learning" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-12-product-card-title" aria-label="IBM Machine Learning Professional Certificate by IBM, provide skills Machine Learning, Machine Learning Algorithms, Human Learning etc... Intermediate level 3 - 6 Months" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">IBM Machine Learning</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Machine Learning, Machine Learning Algorithms, Human Learning, Statistical Machine Learning, Data Analysis, Probability & Statistics, Applied Machine Learning, Algorithms, Forecasting, Statistical Analysis, Deep Learning, General Statistics, Python Programming, Regression, Machine Learning Software, Artificial Neural Networks, Exploratory Data Analysis, Feature Engineering, Correlation And Dependence, Dimensionality Reduction, Statistical Tests, Probability Distribution, Reinforcement Learning, Statistical Programming, Network Model, Tensorflow</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-creditType"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-13" class="css-19e2cig"><path fill-rule="evenodd" clip-rule="evenodd" d="M.5 2.5h19.05v15H.5v-15zm1 1v13h17.05v-13H1.5z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M11.61 10.59h1v2.593l.89-.454.89.454V10.59h1v4.227l-1.89-.966-1.89.966V10.59z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M13.5 6.51a2 2 0 100 4 2 2 0 000-4zm-3 2a3 3 0 116 0 3 3 0 01-6 0z" fill="currentColor"></path></svg><p class="css-ls7ln4">Build toward a degree</p></div><div class="cds-CommonCard-ratings"></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Intermediate · Professional Certificate · 3 - 6 Months</p></div></div></div></div></div></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-1qtaeoi"><div data-testid="product-card-cds" class="css-17m5k6m"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/31/f26d8ce3444b5190163fb093b947b4/Depositphotos_70436575_XL_program.jpg?auto=format%2Ccompress%2C%20enhance&dpr=1&w=265&h=204&fit=crop&q=50" srcSet="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/31/f26d8ce3444b5190163fb093b947b4/Depositphotos_70436575_XL_program.jpg?auto=format%2Ccompress%2C%20enhance&dpr=2&w=265&h=204&fit=crop&q=50 2x, https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/31/f26d8ce3444b5190163fb093b947b4/Depositphotos_70436575_XL_program.jpg?auto=format%2Ccompress%2C%20enhance&dpr=3&w=265&h=204&fit=crop&q=50 3x" style="max-width:none;max-height:none;min-width:100%;min-height:100%" alt=""/></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-14-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="Microsoft"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">M</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">Microsoft</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"collectionId":"most-popular","collectionIndex":0,"collectionName":"Most Popular","entityId":"s12n~HYLqTC6JT_WgECVgS5exNw","entityIndex":2,"href":"/professional-certificates/microsoft-ai-and-ml-engineering","id":"s12n~HYLqTC6JT_WgECVgS5exNw","itemIndex":2,"label":"Most Popular","listIndex":0,"name":"Microsoft AI & ML Engineering","namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"offeringSource":"openSearch","offeringType":"PROFESSIONAL CERTIFICATE","schema_type":"FRONTEND","sectionIndex":0,"slug":"/professional-certificates/microsoft-ai-and-ml-engineering"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/professional-certificates/microsoft-ai-and-ml-engineering" href="/professional-certificates/microsoft-ai-and-ml-engineering" to="/professional-certificates/microsoft-ai-and-ml-engineering" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-14-product-card-title" aria-label="Microsoft AI & ML Engineering Professional Certificate by Microsoft, provide skills Natural Language Processing, Reinforcement Learning etc... Intermediate level 3 - 6 Months" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">Microsoft AI & ML Engineering</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Natural Language Processing, Reinforcement Learning</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-ratings"></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Intermediate · Professional Certificate · 3 - 6 Months</p></div></div></div></div></div></div></div></div></li></ul></section></div></div><div class="cds-162"></div></div></div></div></div></div></div><section class="css-1ad7rl8"><h2 class="css-11pa469">Learn Machine Learning from leading universities and companies</h2><ul class="css-ewl2eh"><li class="css-1p39lxk"><button class="cds-149 cds-button-disableElevation cds-button-ghost css-bqzb62" tabindex="0" type="button" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="partner_card"><span class="cds-button-label"><div aria-hidden="true" class="css-1tig1o1"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/http://coursera-university-assets.s3.amazonaws.com/bb/f5ced2bdd4437aa79f00eb1bf7fbf0/IBM-Logo-Blk---Square.png?auto=format%2Ccompress&dpr=3&blur=200&px=16" width="64" height="64" alt="IBM logo"/></div><p class="css-gic03g">IBM</p><p class="css-1rhlnqi">137 items</p></span></button></li><li class="css-1p39lxk"><button class="cds-149 cds-button-disableElevation cds-button-ghost css-bqzb62" tabindex="0" type="button" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="partner_card"><span class="cds-button-label"><div aria-hidden="true" class="css-1tig1o1"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/http://coursera-university-assets.s3.amazonaws.com/b4/5cb90bb92f420b99bf323a0356f451/Icon.png?auto=format%2Ccompress&dpr=3&blur=200&px=16" width="64" height="64" alt="DeepLearning.AI logo"/></div><p class="css-gic03g">DeepLearning.AI</p><p class="css-1rhlnqi">102 items</p></span></button></li><li class="css-1p39lxk"><button class="cds-149 cds-button-disableElevation cds-button-ghost css-bqzb62" tabindex="0" type="button" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="partner_card"><span class="cds-button-label"><div aria-hidden="true" class="css-1tig1o1"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/http://coursera-university-assets.s3.amazonaws.com/cc/61dbdf2c1c475d82d3b8bf8eee1bda/MSFT-stacked-logo_FINAL.png?auto=format%2Ccompress&dpr=3&blur=200&px=16" width="64" height="64" alt="Microsoft logo"/></div><p class="css-gic03g">Microsoft</p><p class="css-1rhlnqi">88 items</p></span></button></li><li class="css-1p39lxk"><button class="cds-149 cds-button-disableElevation cds-button-ghost css-bqzb62" tabindex="0" type="button" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="partner_card"><span class="cds-button-label"><div aria-hidden="true" class="css-1tig1o1"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera-university-assets.s3.amazonaws.com/8c/ff2f50afdf11e5ae9d8158e68cbd96/UW_square_180x180.png?auto=format%2Ccompress&dpr=3&blur=200&px=16" width="64" height="64" alt="University of Washington logo"/></div><p class="css-gic03g">University of Washington</p><p class="css-1rhlnqi">31 items</p></span></button></li><li class="css-1p39lxk"><button class="cds-149 cds-button-disableElevation cds-button-ghost css-bqzb62" tabindex="0" type="button" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="partner_card"><span class="cds-button-label"><div aria-hidden="true" class="css-1tig1o1"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/http://coursera-university-assets.s3.amazonaws.com/fb/b28a301e0211e8a40e23e4176c8e4a/UoL-Logo_180x180.png?auto=format%2Ccompress&dpr=3&blur=200&px=16" width="64" height="64" alt="University of London logo"/></div><p class="css-gic03g">University of London</p><p class="css-1rhlnqi">31 items</p></span></button></li><li class="css-1p39lxk"><button class="cds-149 cds-button-disableElevation cds-button-ghost css-bqzb62" tabindex="0" type="button" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="partner_card"><span class="cds-button-label"><div aria-hidden="true" class="css-1tig1o1"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/http://coursera-university-assets.s3.amazonaws.com/b1/f66aa00aa811e8b14d27d7114bc00b/ImperialCollegeLondon_BLUE_500x500px.png?auto=format%2Ccompress&dpr=3&blur=200&px=16" width="64" height="64" alt="Imperial College London logo"/></div><p class="css-gic03g">Imperial College London</p><p class="css-1rhlnqi">28 items</p></span></button></li><li class="css-1p39lxk"><button class="cds-149 cds-button-disableElevation cds-button-ghost css-bqzb62" tabindex="0" type="button" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="partner_card"><span class="cds-button-label"><div aria-hidden="true" class="css-1tig1o1"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/http://coursera-university-assets.s3.amazonaws.com/4a/cb36835ae3421187080898a7ecc11d/Google-G_360x360.png?auto=format%2Ccompress&dpr=3&blur=200&px=16" width="64" height="64" alt="Google logo"/></div><p class="css-gic03g">Google</p><p class="css-1rhlnqi">26 items</p></span></button></li><li class="css-1p39lxk"><button class="cds-149 cds-button-disableElevation cds-button-ghost css-bqzb62" tabindex="0" type="button" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="partner_card"><span class="cds-button-label"><div aria-hidden="true" class="css-1tig1o1"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/http://coursera-university-assets.s3.amazonaws.com/e8/7cc3d09d3f11e698dfff46d35f2da1/Stanford_Coursera_Logo.png?auto=format%2Ccompress&dpr=3&blur=200&px=16" width="64" height="64" alt="Stanford University logo"/></div><p class="css-gic03g">Stanford University</p><p class="css-1rhlnqi">22 items</p></span></button></li></ul></section><section class="css-1tqlgdy"><h2 class=" css-fk6qfz">Explore Machine Learning skills</h2><ul class="css-tuuxfn"><li><a data-click-key="seo_entity_page.search.click.related_skill" data-click-value="{"href":"/search?query=Artificial Intelligence","namespace":{"action":"click","app":"seo_entity_page","component":"related_skill","page":"search"},"schema_type":"FRONTEND","skillId":"artificial-intelligence","skillName":"Artificial Intelligence"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="related_skill" data-track-href="/search?query=Artificial Intelligence" href="/search?query=Artificial Intelligence" to="/search?query=Artificial Intelligence" class="css-75irmg" data-testid="related-skill"><p class=" css-puj6la">Artificial Intelligence</p></a></li><li><a data-click-key="seo_entity_page.search.click.related_skill" data-click-value="{"href":"/search?query=Deep Learning&skills=Deep 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stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-45-label-text"><span>Specializations<span class="css-ebbjlp">(<!-- -->109<!-- -->)</span></span></span></div></label><div class="cds-checkboxAndRadio-supportText css-kimdhf" id="cds-react-aria-45-support-text">Get in-depth knowledge of a subject by completing a series of courses and projects.</div></div><div class="css-1bmgd8" data-testid="Professional Certificates-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-47" data-indeterminate="false" aria-labelledby="cds-react-aria-47-label-text cds-react-aria-47-support-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-48" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-47-label-text"><span>Professional Certificates<span class="css-ebbjlp">(<!-- -->26<!-- -->)</span></span></span></div></label><div class="cds-checkboxAndRadio-supportText css-kimdhf" id="cds-react-aria-47-support-text">Earn career credentials from industry leaders that demonstrate your expertise.</div></div><div class="css-1bmgd8" data-testid="MasterTrack® Certificates-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-49" data-indeterminate="false" aria-labelledby="cds-react-aria-49-label-text cds-react-aria-49-support-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-50" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-49-label-text"><span>MasterTrack® Certificates<span class="css-ebbjlp">(<!-- -->1<!-- -->)</span></span></span></div></label><div class="cds-checkboxAndRadio-supportText css-kimdhf" id="cds-react-aria-49-support-text">Earn career credentials while taking courses that count towards your Master’s degree.</div></div><div class="css-1bmgd8" data-testid="Degrees-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-51" data-indeterminate="false" aria-labelledby="cds-react-aria-51-label-text cds-react-aria-51-support-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-52" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-51-label-text"><span>Degrees<span class="css-ebbjlp">(<!-- -->11<!-- -->)</span></span></span></div></label><div class="cds-checkboxAndRadio-supportText css-kimdhf" id="cds-react-aria-51-support-text">Earn your Bachelor’s or Master’s degree online for a fraction of the cost of in-person learning.</div></div><div class="css-1bmgd8" data-testid="Graduate Certificates-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-53" data-indeterminate="false" aria-labelledby="cds-react-aria-53-label-text cds-react-aria-53-support-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-54" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-53-label-text"><span>Graduate Certificates<span class="css-ebbjlp">(<!-- -->16<!-- -->)</span></span></span></div></label><div class="cds-checkboxAndRadio-supportText css-kimdhf" id="cds-react-aria-53-support-text">Earn a university-issued career credential in a flexible, interactive format.</div></div></div></div></div><div data-testid="search-filter-group-Level" class="css-1rmmvio"><div class="cds-185 cds-formControl-root css-18y6usd" aria-labelledby="cds-react-aria-55-formLabel" role="group"><div class="cds-189 cds-formLabel-root cds-formLabel-onLight cds-formControl-formLabel css-s27fdh cds-195" for="cds-react-aria-56" id="cds-react-aria-55-formLabel">Level<div data-testid="visually-hidden" class="css-1whdyhf">Required</div><span aria-hidden="true" class="cds-196 cds-formLabel-asterisk"> <!-- -->*</span></div><div class="cds-197 cds-formGroup-groupWrapper"><div class="css-1bmgd8" data-testid="Beginner-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-57" data-indeterminate="false" aria-labelledby="cds-react-aria-57-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-58" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-57-label-text"><span>Beginner<span class="css-ebbjlp">(<!-- -->236<!-- -->)</span></span></span></div></label></div><div class="css-1bmgd8" data-testid="Intermediate-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-59" data-indeterminate="false" aria-labelledby="cds-react-aria-59-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-60" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-59-label-text"><span>Intermediate<span class="css-ebbjlp">(<!-- -->262<!-- -->)</span></span></span></div></label></div><div class="css-1bmgd8" data-testid="Advanced-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-61" data-indeterminate="false" aria-labelledby="cds-react-aria-61-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-62" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-61-label-text"><span>Advanced<span class="css-ebbjlp">(<!-- -->31<!-- -->)</span></span></span></div></label></div><div class="css-1bmgd8" data-testid="Mixed-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-63" data-indeterminate="false" aria-labelledby="cds-react-aria-63-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-64" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-63-label-text"><span>Mixed<span class="css-ebbjlp">(<!-- -->23<!-- -->)</span></span></span></div></label></div></div></div></div><div data-testid="search-filter-group-Duration" class="css-1rmmvio"><div class="cds-185 cds-formControl-root css-18y6usd" aria-labelledby="cds-react-aria-65-formLabel" role="group"><div class="cds-189 cds-formLabel-root cds-formLabel-onLight cds-formControl-formLabel css-s27fdh cds-195" for="cds-react-aria-66" id="cds-react-aria-65-formLabel">Duration<div data-testid="visually-hidden" class="css-1whdyhf">Required</div><span aria-hidden="true" class="cds-196 cds-formLabel-asterisk"> <!-- -->*</span></div><div class="cds-197 cds-formGroup-groupWrapper"><div class="css-1bmgd8" data-testid="Less Than 2 Hours-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-67" data-indeterminate="false" aria-labelledby="cds-react-aria-67-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-68" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-67-label-text"><span>Less Than 2 Hours<span class="css-ebbjlp">(<!-- -->93<!-- -->)</span></span></span></div></label></div><div class="css-1bmgd8" data-testid="1-4 Weeks-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-69" data-indeterminate="false" aria-labelledby="cds-react-aria-69-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-70" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-69-label-text"><span>1-4 Weeks<span class="css-ebbjlp">(<!-- -->185<!-- -->)</span></span></span></div></label></div><div class="css-1bmgd8" data-testid="1-3 Months-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-71" data-indeterminate="false" aria-labelledby="cds-react-aria-71-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-72" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-71-label-text"><span>1-3 Months<span class="css-ebbjlp">(<!-- -->154<!-- -->)</span></span></span></div></label></div><div class="css-1bmgd8" data-testid="3-6 Months-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-73" data-indeterminate="false" aria-labelledby="cds-react-aria-73-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-74" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-73-label-text"><span>3-6 Months<span class="css-ebbjlp">(<!-- -->120<!-- -->)</span></span></span></div></label></div><div class="css-1bmgd8" data-testid="6-12 Months-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-75" data-indeterminate="false" aria-labelledby="cds-react-aria-75-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-76" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-75-label-text"><span>6-12 Months<span class="css-ebbjlp">(<!-- -->17<!-- -->)</span></span></span></div></label></div><div class="css-1bmgd8" data-testid="1-4 Years-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-77" data-indeterminate="false" aria-labelledby="cds-react-aria-77-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-78" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-77-label-text"><span>1-4 Years<span class="css-ebbjlp">(<!-- -->11<!-- -->)</span></span></span></div></label></div></div></div></div><div data-testid="search-filter-group-Skills" class="css-1rmmvio"><div class="cds-185 cds-formControl-root css-18y6usd" aria-labelledby="cds-react-aria-79-formLabel" role="group"><div class="cds-189 cds-formLabel-root cds-formLabel-onLight cds-formControl-formLabel css-s27fdh cds-195" for="cds-react-aria-80" id="cds-react-aria-79-formLabel">Skills<div data-testid="visually-hidden" class="css-1whdyhf">Required</div><span aria-hidden="true" class="cds-196 cds-formLabel-asterisk"> <!-- -->*</span></div><div class="cds-197 cds-formGroup-groupWrapper"><div class="cds-checkboxAndRadio-checked css-1bmgd8" data-testid="Machine Learning-true"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-206 cds-200 cds-checkboxInput-checked cds-214"><span class="cds-217"><input type="checkbox" checked="" class="cds-208" id="cds-react-aria-81" data-indeterminate="false" aria-labelledby="cds-react-aria-81-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-82" class="css-0"><path d="M0 2C0 0.89543 0.895431 0 2 0H22C23.1046 0 24 0.895431 24 2V22C24 23.1046 23.1046 24 22 24H2C0.89543 24 0 23.1046 0 22V2Z" fill="currentColor"></path><rect height="22" rx="1" stroke="currentColor" stroke-linejoin="round" stroke-width="2" width="22" x="1" y="1"></rect><path d="M4.22217 10.8889L9.77772 17L19.7777 7" stroke="#fff" stroke-miterlimit="10" stroke-width="3"></path></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-81-label-text"><span>Machine Learning<span class="css-ebbjlp">(<!-- -->580<!-- -->)</span></span></span></div></label></div><div class="css-1bmgd8" data-testid="Python Programming-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-83" data-indeterminate="false" aria-labelledby="cds-react-aria-83-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-84" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-83-label-text"><span>Python Programming<span class="css-ebbjlp">(<!-- -->646<!-- -->)</span></span></span></div></label></div><div class="css-1bmgd8" data-testid="Computer Programming-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-85" data-indeterminate="false" aria-labelledby="cds-react-aria-85-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-86" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-85-label-text"><span>Computer Programming<span class="css-ebbjlp">(<!-- -->454<!-- -->)</span></span></span></div></label></div><div class="css-1bmgd8" data-testid="Leadership and Management-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-87" data-indeterminate="false" aria-labelledby="cds-react-aria-87-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-88" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-87-label-text"><span>Leadership and Management<span class="css-ebbjlp">(<!-- -->446<!-- -->)</span></span></span></div></label></div></div></div><div class="css-bx8io7"><button data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="expand_filter_items_button_skills" class="cds-149 cds-button-disableElevation cds-button-ghost css-l0otf2" tabindex="0" role="button" data-test="expand-filter-items-button" aria-label="Show more Skills options" type="button"><span class="cds-button-label">Show more</span></button></div></div><div data-testid="search-filter-group-Subtitles" class="css-1rmmvio"><div class="cds-185 cds-formControl-root css-18y6usd" aria-labelledby="cds-react-aria-89-formLabel" role="group"><div class="cds-189 cds-formLabel-root cds-formLabel-onLight cds-formControl-formLabel css-s27fdh cds-195" for="cds-react-aria-90" id="cds-react-aria-89-formLabel">Subtitles<div data-testid="visually-hidden" class="css-1whdyhf">Required</div><span aria-hidden="true" class="cds-196 cds-formLabel-asterisk"> <!-- -->*</span></div><div class="cds-197 cds-formGroup-groupWrapper"><div class="css-1bmgd8" data-testid="English-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-91" data-indeterminate="false" aria-labelledby="cds-react-aria-91-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-92" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-91-label-text"><span>English<span class="css-ebbjlp">(<!-- -->523<!-- -->)</span></span></span></div></label></div><div class="css-1bmgd8" data-testid="Spanish-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-93" data-indeterminate="false" aria-labelledby="cds-react-aria-93-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-94" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent css-tvqrra" id="cds-react-aria-93-label-text"><span>Spanish<span class="css-ebbjlp">(<!-- -->338<!-- -->)</span></span></span></div></label></div><div class="css-1bmgd8" data-testid="Arabic-false"><label class="cds-checkboxAndRadio-label"><span class="cds-149 cds-209 cds-205 cds-199 cds-204 cds-checkboxAndRadio-input css-1lc66l1 cds-214"><span class="cds-217"><input type="checkbox" class="cds-208" id="cds-react-aria-95" data-indeterminate="false" aria-labelledby="cds-react-aria-95-label-text"/><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" id="cds-react-aria-96" class="css-0"><rect fill="inherit" height="23" rx="1.5" stroke="currentColor" stroke-linejoin="round" width="23" x="0.5" y="0.5"></rect></svg></span></span><div class="cds-checkboxAndRadio-labelText"><span class="cds-checkboxAndRadio-labelContent 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data-test="expand-filter-items-button" aria-label="Show more Educator options" type="button"><span class="cds-button-label">Show more</span></button></div></div></div></div></div></div><div class="cds-45 css-1xdhyk6 cds-47 cds-grid-item cds-92 cds-117"><div class="cds-45 css-1ix3oq0 cds-46 cds-65"><div class="cds-45 css-1q3mc6j cds-47 cds-grid-item" id="search-results-header-wrapper"><div aria-live="polite" aria-atomic="true"><div class="rc-SearchResultsHeader"><h2 class="css-14fx0ln" role="heading"><div data-e2e="NumberOfResultsSection"><span>Explore the Machine Learning Course Catalog</span></div></h2></div></div></div><div class="cds-45 css-1cm2tw6 cds-47 cds-grid-item"></div></div><div class="cds-157"><div data-testid="visually-hidden" class="css-1whdyhf"><div aria-live="polite"></div></div><div class="rc-ActiveFilterItems css-7nzhcp" data-testid="active-filter-items"><button class="cds-149 cds-Chip-root cds-Chip-deletable css-16aq6q3" tabindex="0" type="button" aria-label="Clear Machine Learning filter" id="cds-react-aria-109">Machine Learning<div data-testid="visually-hidden" class="css-1whdyhf">,<!-- -->delete</div><div class="cds-Chip-deleteIcon"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" id="cds-react-aria-110" class="css-0"><path fill-rule="evenodd" clip-rule="evenodd" d="M13.585 14.353l-11.94-12 .71-.706 11.94 12-.71.706z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M14.344 2.353l-11.99 12-.708-.706 11.99-12 .708.706z" fill="currentColor"></path></svg></div></button><button data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="clear_all_button" class="cds-149 cds-button-disableElevation cds-button-ghost css-1qk59e0" tabindex="0" role="button" data-test="clear-all-button" aria-label="Clear all filters" type="button"><span class="cds-button-label">Clear all</span></button></div></div><ul class="cds-45 css-reop8o cds-46"><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-16m4c33"><div data-testid="product-card-cds" class="css-22za10"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/3a/9d2a7af297483a845340bcfbac6f1e/MLS.course-banners-01_Course-Logo-.png?auto=format%2Ccompress%2C%20enhance&dpr=1&w=265&h=216&fit=crop&q=50" srcSet="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/3a/9d2a7af297483a845340bcfbac6f1e/MLS.course-banners-01_Course-Logo-.png?auto=format%2Ccompress%2C%20enhance&dpr=2&w=265&h=216&fit=crop&q=50 2x, https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/3a/9d2a7af297483a845340bcfbac6f1e/MLS.course-banners-01_Course-Logo-.png?auto=format%2Ccompress%2C%20enhance&dpr=3&w=265&h=216&fit=crop&q=50 3x" style="max-width:none;max-height:none;min-width:100%;min-height:100%" alt="" fetchpriority="high"/></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-111-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="DeepLearning.AI, Stanford University"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">D</span></div></div></div><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">S</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">Multiple educators</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"filtersApplied":{"skills":["Machine Learning"]},"hitPosition":0,"href":"/specializations/machine-learning-introduction","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"listIndex":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"noResults":false,"objectID":"s12n~nOOfCDWeEeuiZgo2K4rorQ","query":"machine learning","queryID":"machine learning","schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/specializations/machine-learning-introduction" href="/specializations/machine-learning-introduction" to="/specializations/machine-learning-introduction" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-111-product-card-title" aria-label="Machine Learning Specialization by DeepLearning.AI, Stanford University, 4.9 stars, by 29K reviews, provide skills Machine Learning, Machine Learning Algorithms, Applied Machine Learning etc... Beginner level 1 - 3 Months" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">Machine Learning</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Machine Learning, Machine Learning Algorithms, Applied Machine Learning, Algorithms, Deep Learning, Machine Learning Software, Artificial Neural Networks, Human Learning, Python Programming, Regression, Statistical Machine Learning, Tensorflow, Mathematics, Critical Thinking, Network Model, Reinforcement Learning</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-creditType"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-112" class="css-19e2cig"><path fill-rule="evenodd" clip-rule="evenodd" d="M.5 2.5h19.05v15H.5v-15zm1 1v13h17.05v-13H1.5z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M11.61 10.59h1v2.593l.89-.454.89.454V10.59h1v4.227l-1.89-.966-1.89.966V10.59z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M13.5 6.51a2 2 0 100 4 2 2 0 000-4zm-3 2a3 3 0 116 0 3 3 0 01-6 0z" fill="currentColor"></path></svg><p class="css-ls7ln4">Build toward a degree</p></div><div class="cds-CommonCard-ratings"><div class="cds-RatingStat-sizeLabel css-1i7bybc" id="cds-react-aria-113"><div aria-label="Rating" aria-valuemax="5" aria-valuemin="0" aria-valuenow="4.9" aria-valuetext="4.9 out of 5 stars" class="cds-RatingStat-meter" id="cds-react-aria-113-meter" role="meter"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-RatingStat-icon css-0" id="cds-react-aria-114"><path d="M17.51 7.77h-5.32l-1.78-5.46a.45.45 0 00-.85 0l-1.8 5.46H2.45A.45.45 0 002 8.2a.43.43 0 00.16.35L6.66 12l-1.72 5.43a.45.45 0 00.3.56.43.43 0 00.39-.08L10 14.53l4.38 3.38a.44.44 0 00.69-.48L13.33 12l4.49-3.44a.43.43 0 00-.03-.73.501.501 0 00-.28-.06z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M9.7 1.547a.947.947 0 011.199.62l1.666 5.111 4.967-.003a.923.923 0 01.794.388.922.922 0 01-.216 1.294l-4.19 3.212 1.621 5.083a.931.931 0 01-1.475 1.03l-4.05-3.132-4.053 3.163a.934.934 0 01-.838.158.94.94 0 01-.643-1.177l.002-.006 1.618-5.094-4.207-3.213a.94.94 0 01.612-1.702h4.91L9.111 2.13a.94.94 0 01.58-.58l.009-.003zm7.656 6.728l-5.517.004L10 2.632 8.14 8.28H2.623l4.645 3.547-1.773 5.584 4.518-3.526 4.519 3.494-1.78-5.575 4.604-3.528z" fill="#7C6919"></path></svg><span class=" css-6ecy9b">4.9</span><div data-testid="visually-hidden" id="cds-react-aria-113-aria-describedby-label" class="css-1whdyhf">Rating, 4.9 out of 5 stars</div></div><span class=" css-vac8rf" aria-hidden="true">·</span><div class=" css-vac8rf">29K reviews</div></div></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Beginner · Specialization · 1 - 3 Months</p></div></div></div></div></div></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-16m4c33"><div data-testid="product-card-cds" class="css-22za10"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/78/0b8c921b6346f69278f39ba6ca8128/Professional-Certificate---IBM-Machine-Language.png?auto=format%2Ccompress%2C%20enhance&dpr=1&w=265&h=216&fit=crop&q=50" srcSet="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/78/0b8c921b6346f69278f39ba6ca8128/Professional-Certificate---IBM-Machine-Language.png?auto=format%2Ccompress%2C%20enhance&dpr=2&w=265&h=216&fit=crop&q=50 2x, https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/78/0b8c921b6346f69278f39ba6ca8128/Professional-Certificate---IBM-Machine-Language.png?auto=format%2Ccompress%2C%20enhance&dpr=3&w=265&h=216&fit=crop&q=50 3x" style="max-width:none;max-height:none;min-width:100%;min-height:100%" alt="" fetchpriority="high"/></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-115-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="IBM"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">I</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">IBM</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"filtersApplied":{"skills":["Machine Learning"]},"hitPosition":1,"href":"/professional-certificates/ibm-machine-learning","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"listIndex":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"noResults":false,"objectID":"s12n~Q0Fc_Yl0EeqdTApgQ4tM7Q","query":"machine learning","queryID":"machine learning","schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/professional-certificates/ibm-machine-learning" href="/professional-certificates/ibm-machine-learning" to="/professional-certificates/ibm-machine-learning" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-115-product-card-title" aria-label="IBM Machine Learning Professional Certificate by IBM, 4.6 stars, by 2.7K reviews, provide skills Machine Learning, Machine Learning Algorithms, Human Learning etc... Intermediate level 3 - 6 Months" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">IBM Machine Learning</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Machine Learning, Machine Learning Algorithms, Human Learning, Statistical Machine Learning, Data Analysis, Probability & Statistics, Applied Machine Learning, Algorithms, Forecasting, Statistical Analysis, Deep Learning, General Statistics, Python Programming, Regression, Machine Learning Software, Artificial Neural Networks, Exploratory Data Analysis, Feature Engineering, Correlation And Dependence, Dimensionality Reduction, Statistical Tests, Probability Distribution, Reinforcement Learning, Statistical Programming, Network Model, Tensorflow</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-creditType"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-116" class="css-19e2cig"><path fill-rule="evenodd" clip-rule="evenodd" d="M.5 2.5h19.05v15H.5v-15zm1 1v13h17.05v-13H1.5z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M11.61 10.59h1v2.593l.89-.454.89.454V10.59h1v4.227l-1.89-.966-1.89.966V10.59z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M13.5 6.51a2 2 0 100 4 2 2 0 000-4zm-3 2a3 3 0 116 0 3 3 0 01-6 0z" fill="currentColor"></path></svg><p class="css-ls7ln4">Build toward a degree</p></div><div class="cds-CommonCard-ratings"><div class="cds-RatingStat-sizeLabel css-1i7bybc" id="cds-react-aria-117"><div aria-label="Rating" aria-valuemax="5" aria-valuemin="0" aria-valuenow="4.6" aria-valuetext="4.6 out of 5 stars" class="cds-RatingStat-meter" id="cds-react-aria-117-meter" role="meter"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-RatingStat-icon css-0" id="cds-react-aria-118"><path d="M17.51 7.77h-5.32l-1.78-5.46a.45.45 0 00-.85 0l-1.8 5.46H2.45A.45.45 0 002 8.2a.43.43 0 00.16.35L6.66 12l-1.72 5.43a.45.45 0 00.3.56.43.43 0 00.39-.08L10 14.53l4.38 3.38a.44.44 0 00.69-.48L13.33 12l4.49-3.44a.43.43 0 00-.03-.73.501.501 0 00-.28-.06z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M9.7 1.547a.947.947 0 011.199.62l1.666 5.111 4.967-.003a.923.923 0 01.794.388.922.922 0 01-.216 1.294l-4.19 3.212 1.621 5.083a.931.931 0 01-1.475 1.03l-4.05-3.132-4.053 3.163a.934.934 0 01-.838.158.94.94 0 01-.643-1.177l.002-.006 1.618-5.094-4.207-3.213a.94.94 0 01.612-1.702h4.91L9.111 2.13a.94.94 0 01.58-.58l.009-.003zm7.656 6.728l-5.517.004L10 2.632 8.14 8.28H2.623l4.645 3.547-1.773 5.584 4.518-3.526 4.519 3.494-1.78-5.575 4.604-3.528z" fill="#7C6919"></path></svg><span class=" css-6ecy9b">4.6</span><div data-testid="visually-hidden" id="cds-react-aria-117-aria-describedby-label" class="css-1whdyhf">Rating, 4.6 out of 5 stars</div></div><span class=" css-vac8rf" aria-hidden="true">·</span><div class=" css-vac8rf">2.7K reviews</div></div></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Intermediate · Professional Certificate · 3 - 6 Months</p></div></div></div></div></div></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-16m4c33"><div data-testid="product-card-cds" class="css-22za10"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://s3.amazonaws.com/coursera-course-photos/24/48deb0730b11e88827bdf46c9d13ee/Machine-Learning-with-Python_icon.png?auto=format%2Ccompress%2C%20enhance&dpr=1&w=265&h=216&fit=crop&q=50" srcSet="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://s3.amazonaws.com/coursera-course-photos/24/48deb0730b11e88827bdf46c9d13ee/Machine-Learning-with-Python_icon.png?auto=format%2Ccompress%2C%20enhance&dpr=2&w=265&h=216&fit=crop&q=50 2x, https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://s3.amazonaws.com/coursera-course-photos/24/48deb0730b11e88827bdf46c9d13ee/Machine-Learning-with-Python_icon.png?auto=format%2Ccompress%2C%20enhance&dpr=3&w=265&h=216&fit=crop&q=50 3x" style="max-width:none;max-height:none;min-width:100%;min-height:100%" alt="" fetchpriority="high"/></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-119-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="IBM"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">I</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">IBM</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"filtersApplied":{"skills":["Machine Learning"]},"hitPosition":2,"href":"/learn/machine-learning-with-python","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"listIndex":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"noResults":false,"objectID":"course~8UjeMk-mEeit4g4GsxE4dg","query":"machine learning","queryID":"machine learning","schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/learn/machine-learning-with-python" href="/learn/machine-learning-with-python" to="/learn/machine-learning-with-python" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-119-product-card-title" aria-label="Machine Learning with Python Course by IBM, 4.7 stars, by 16K reviews, provide skills Machine Learning, Algorithms, Data Analysis etc... Intermediate level 1 - 3 Months" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">Machine Learning with Python</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Machine Learning, Algorithms, Data Analysis, Human Learning, Python Programming, Regression</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-ratings"><div class="cds-RatingStat-sizeLabel css-1i7bybc" id="cds-react-aria-120"><div aria-label="Rating" aria-valuemax="5" aria-valuemin="0" aria-valuenow="4.7" aria-valuetext="4.7 out of 5 stars" class="cds-RatingStat-meter" id="cds-react-aria-120-meter" role="meter"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-RatingStat-icon css-0" id="cds-react-aria-121"><path d="M17.51 7.77h-5.32l-1.78-5.46a.45.45 0 00-.85 0l-1.8 5.46H2.45A.45.45 0 002 8.2a.43.43 0 00.16.35L6.66 12l-1.72 5.43a.45.45 0 00.3.56.43.43 0 00.39-.08L10 14.53l4.38 3.38a.44.44 0 00.69-.48L13.33 12l4.49-3.44a.43.43 0 00-.03-.73.501.501 0 00-.28-.06z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M9.7 1.547a.947.947 0 011.199.62l1.666 5.111 4.967-.003a.923.923 0 01.794.388.922.922 0 01-.216 1.294l-4.19 3.212 1.621 5.083a.931.931 0 01-1.475 1.03l-4.05-3.132-4.053 3.163a.934.934 0 01-.838.158.94.94 0 01-.643-1.177l.002-.006 1.618-5.094-4.207-3.213a.94.94 0 01.612-1.702h4.91L9.111 2.13a.94.94 0 01.58-.58l.009-.003zm7.656 6.728l-5.517.004L10 2.632 8.14 8.28H2.623l4.645 3.547-1.773 5.584 4.518-3.526 4.519 3.494-1.78-5.575 4.604-3.528z" fill="#7C6919"></path></svg><span class=" css-6ecy9b">4.7</span><div data-testid="visually-hidden" id="cds-react-aria-120-aria-describedby-label" class="css-1whdyhf">Rating, 4.7 out of 5 stars</div></div><span class=" css-vac8rf" aria-hidden="true">·</span><div class=" css-vac8rf">16K reviews</div></div></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Intermediate · Course · 1 - 3 Months</p></div></div></div></div></div></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-16m4c33"><div data-testid="product-card-cds" class="css-22za10"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d396qusza40orc.cloudfront.net/phoenixassets/machine-learning-s12n/machinelearning.jpg?auto=format%2Ccompress%2C%20enhance&dpr=1&w=265&h=216&fit=crop&q=50" srcSet="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d396qusza40orc.cloudfront.net/phoenixassets/machine-learning-s12n/machinelearning.jpg?auto=format%2Ccompress%2C%20enhance&dpr=2&w=265&h=216&fit=crop&q=50 2x, https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d396qusza40orc.cloudfront.net/phoenixassets/machine-learning-s12n/machinelearning.jpg?auto=format%2Ccompress%2C%20enhance&dpr=3&w=265&h=216&fit=crop&q=50 3x" style="max-width:none;max-height:none;min-width:100%;min-height:100%" alt="" fetchpriority="high"/></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-122-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="University of Washington"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">U</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">University of Washington</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"filtersApplied":{"skills":["Machine Learning"]},"hitPosition":3,"href":"/specializations/machine-learning","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"listIndex":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"noResults":false,"objectID":"s12n~zh7400XtEeWUww73KBYvPw","query":"machine learning","queryID":"machine learning","schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/specializations/machine-learning" href="/specializations/machine-learning" to="/specializations/machine-learning" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-122-product-card-title" aria-label="Machine Learning Specialization by University of Washington, 4.6 stars, by 16K reviews, provide skills Machine Learning, Algorithms, Machine Learning Algorithms etc... Intermediate level 3 - 6 Months" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">Machine Learning</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Machine Learning, Algorithms, Machine Learning Algorithms, Human Learning, Applied Machine Learning, Statistical Machine Learning, Python Programming, Probability & Statistics, Regression, Data Analysis, Machine Learning Software, Mathematics, Problem Solving, Computer Programming, Decision Making</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-ratings"><div class="cds-RatingStat-sizeLabel css-1i7bybc" id="cds-react-aria-123"><div aria-label="Rating" aria-valuemax="5" aria-valuemin="0" aria-valuenow="4.6" aria-valuetext="4.6 out of 5 stars" class="cds-RatingStat-meter" id="cds-react-aria-123-meter" role="meter"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-RatingStat-icon css-0" id="cds-react-aria-124"><path d="M17.51 7.77h-5.32l-1.78-5.46a.45.45 0 00-.85 0l-1.8 5.46H2.45A.45.45 0 002 8.2a.43.43 0 00.16.35L6.66 12l-1.72 5.43a.45.45 0 00.3.56.43.43 0 00.39-.08L10 14.53l4.38 3.38a.44.44 0 00.69-.48L13.33 12l4.49-3.44a.43.43 0 00-.03-.73.501.501 0 00-.28-.06z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M9.7 1.547a.947.947 0 011.199.62l1.666 5.111 4.967-.003a.923.923 0 01.794.388.922.922 0 01-.216 1.294l-4.19 3.212 1.621 5.083a.931.931 0 01-1.475 1.03l-4.05-3.132-4.053 3.163a.934.934 0 01-.838.158.94.94 0 01-.643-1.177l.002-.006 1.618-5.094-4.207-3.213a.94.94 0 01.612-1.702h4.91L9.111 2.13a.94.94 0 01.58-.58l.009-.003zm7.656 6.728l-5.517.004L10 2.632 8.14 8.28H2.623l4.645 3.547-1.773 5.584 4.518-3.526 4.519 3.494-1.78-5.575 4.604-3.528z" fill="#7C6919"></path></svg><span class=" css-6ecy9b">4.6</span><div data-testid="visually-hidden" id="cds-react-aria-123-aria-describedby-label" class="css-1whdyhf">Rating, 4.6 out of 5 stars</div></div><span class=" css-vac8rf" aria-hidden="true">·</span><div class=" css-vac8rf">16K reviews</div></div></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Intermediate · Specialization · 3 - 6 Months</p></div></div></div></div></div></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-16m4c33"><div data-testid="product-card-cds" class="css-22za10"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/3e/3974e00aa311e8840ea7bed5c70ad0/Specialization-logo.jpg?auto=format%2Ccompress%2C%20enhance&dpr=1&w=265&h=216&fit=crop&q=50" srcSet="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/3e/3974e00aa311e8840ea7bed5c70ad0/Specialization-logo.jpg?auto=format%2Ccompress%2C%20enhance&dpr=2&w=265&h=216&fit=crop&q=50 2x, https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/3e/3974e00aa311e8840ea7bed5c70ad0/Specialization-logo.jpg?auto=format%2Ccompress%2C%20enhance&dpr=3&w=265&h=216&fit=crop&q=50 3x" style="max-width:none;max-height:none;min-width:100%;min-height:100%" alt="" fetchpriority="high"/></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-125-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="Imperial College London"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">I</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">Imperial College London</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"filtersApplied":{"skills":["Machine Learning"]},"hitPosition":4,"href":"/specializations/mathematics-machine-learning","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"listIndex":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"noResults":false,"objectID":"s12n~e3wiTwXMEeim8hI7AVpI6A","query":"machine learning","queryID":"machine learning","schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/specializations/mathematics-machine-learning" href="/specializations/mathematics-machine-learning" to="/specializations/mathematics-machine-learning" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-125-product-card-title" aria-label="Mathematics for Machine Learning Specialization by Imperial College London, 4.6 stars, by 15K reviews, provide skills Algebra, Linear Algebra, Mathematics etc... Beginner level 3 - 6 Months" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">Mathematics for Machine Learning</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Algebra, Linear Algebra, Mathematics, Machine Learning, Mathematical Theory & Analysis, Computer Programming, Python Programming, Machine Learning Algorithms, Calculus, Computational Logic, Algorithms, Applied Machine Learning, Differential Equations, Applied Mathematics, Problem Solving, Statistical Analysis, Data Visualization, Dimensionality Reduction, Regression</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-ratings"><div class="cds-RatingStat-sizeLabel css-1i7bybc" id="cds-react-aria-126"><div aria-label="Rating" aria-valuemax="5" aria-valuemin="0" aria-valuenow="4.6" aria-valuetext="4.6 out of 5 stars" class="cds-RatingStat-meter" id="cds-react-aria-126-meter" role="meter"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-RatingStat-icon css-0" id="cds-react-aria-127"><path d="M17.51 7.77h-5.32l-1.78-5.46a.45.45 0 00-.85 0l-1.8 5.46H2.45A.45.45 0 002 8.2a.43.43 0 00.16.35L6.66 12l-1.72 5.43a.45.45 0 00.3.56.43.43 0 00.39-.08L10 14.53l4.38 3.38a.44.44 0 00.69-.48L13.33 12l4.49-3.44a.43.43 0 00-.03-.73.501.501 0 00-.28-.06z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M9.7 1.547a.947.947 0 011.199.62l1.666 5.111 4.967-.003a.923.923 0 01.794.388.922.922 0 01-.216 1.294l-4.19 3.212 1.621 5.083a.931.931 0 01-1.475 1.03l-4.05-3.132-4.053 3.163a.934.934 0 01-.838.158.94.94 0 01-.643-1.177l.002-.006 1.618-5.094-4.207-3.213a.94.94 0 01.612-1.702h4.91L9.111 2.13a.94.94 0 01.58-.58l.009-.003zm7.656 6.728l-5.517.004L10 2.632 8.14 8.28H2.623l4.645 3.547-1.773 5.584 4.518-3.526 4.519 3.494-1.78-5.575 4.604-3.528z" fill="#7C6919"></path></svg><span class=" css-6ecy9b">4.6</span><div data-testid="visually-hidden" id="cds-react-aria-126-aria-describedby-label" class="css-1whdyhf">Rating, 4.6 out of 5 stars</div></div><span class=" css-vac8rf" aria-hidden="true">·</span><div class=" css-vac8rf">15K reviews</div></div></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Beginner · Specialization · 3 - 6 Months</p></div></div></div></div></div></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-16m4c33"><div data-testid="product-card-cds" class="css-22za10"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://s3.amazonaws.com/coursera-course-photos/9c/90ae67ecdb4185a4ae79ec9a5ae0b6/Course-Logo--1.png?auto=format%2Ccompress%2C%20enhance&dpr=1&w=265&h=216&fit=crop&q=50" srcSet="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://s3.amazonaws.com/coursera-course-photos/9c/90ae67ecdb4185a4ae79ec9a5ae0b6/Course-Logo--1.png?auto=format%2Ccompress%2C%20enhance&dpr=2&w=265&h=216&fit=crop&q=50 2x, https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://s3.amazonaws.com/coursera-course-photos/9c/90ae67ecdb4185a4ae79ec9a5ae0b6/Course-Logo--1.png?auto=format%2Ccompress%2C%20enhance&dpr=3&w=265&h=216&fit=crop&q=50 3x" style="max-width:none;max-height:none;min-width:100%;min-height:100%" alt="" fetchpriority="high"/></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-128-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="DeepLearning.AI"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">D</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">DeepLearning.AI</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"filtersApplied":{"skills":["Machine Learning"]},"hitPosition":5,"href":"/learn/machine-learning","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"listIndex":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"noResults":false,"objectID":"course~T7hf5jWeEeuGCBL8_hyTUQ","query":"machine learning","queryID":"machine learning","schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/learn/machine-learning" href="/learn/machine-learning" to="/learn/machine-learning" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-128-product-card-title" aria-label="Supervised Machine Learning: Regression and Classification Course by DeepLearning.AI, Stanford University, 4.9 stars, by 24K reviews, provide skills Machine Learning, Machine Learning Algorithms, Regression etc... Beginner level 1 - 4 Weeks" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">Supervised Machine Learning: Regression and Classification </h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Machine Learning, Machine Learning Algorithms, Regression, Applied Machine Learning, Algorithms, Statistical Machine Learning, Mathematics, Critical Thinking, Machine Learning Software, Python Programming</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-ratings"><div class="cds-RatingStat-sizeLabel css-1i7bybc" id="cds-react-aria-129"><div aria-label="Rating" aria-valuemax="5" aria-valuemin="0" aria-valuenow="4.9" aria-valuetext="4.9 out of 5 stars" class="cds-RatingStat-meter" id="cds-react-aria-129-meter" role="meter"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-RatingStat-icon css-0" id="cds-react-aria-130"><path d="M17.51 7.77h-5.32l-1.78-5.46a.45.45 0 00-.85 0l-1.8 5.46H2.45A.45.45 0 002 8.2a.43.43 0 00.16.35L6.66 12l-1.72 5.43a.45.45 0 00.3.56.43.43 0 00.39-.08L10 14.53l4.38 3.38a.44.44 0 00.69-.48L13.33 12l4.49-3.44a.43.43 0 00-.03-.73.501.501 0 00-.28-.06z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M9.7 1.547a.947.947 0 011.199.62l1.666 5.111 4.967-.003a.923.923 0 01.794.388.922.922 0 01-.216 1.294l-4.19 3.212 1.621 5.083a.931.931 0 01-1.475 1.03l-4.05-3.132-4.053 3.163a.934.934 0 01-.838.158.94.94 0 01-.643-1.177l.002-.006 1.618-5.094-4.207-3.213a.94.94 0 01.612-1.702h4.91L9.111 2.13a.94.94 0 01.58-.58l.009-.003zm7.656 6.728l-5.517.004L10 2.632 8.14 8.28H2.623l4.645 3.547-1.773 5.584 4.518-3.526 4.519 3.494-1.78-5.575 4.604-3.528z" fill="#7C6919"></path></svg><span class=" css-6ecy9b">4.9</span><div data-testid="visually-hidden" id="cds-react-aria-129-aria-describedby-label" class="css-1whdyhf">Rating, 4.9 out of 5 stars</div></div><span class=" css-vac8rf" aria-hidden="true">·</span><div class=" css-vac8rf">24K reviews</div></div></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Beginner · Course · 1 - 4 Weeks</p></div></div></div></div></div></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-16m4c33"><div data-testid="product-card-cds" class="css-22za10"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><div class="css-cgrcns"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/8c/b75571d8ad4d24bddff436beab0bad/DL_Square_Banner_Coursera_800x800.png?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=265" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-131-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="DeepLearning.AI"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">D</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">DeepLearning.AI</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"filtersApplied":{"skills":["Machine Learning"]},"hitPosition":6,"href":"/specializations/mathematics-for-machine-learning-and-data-science","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"listIndex":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"noResults":false,"objectID":"s12n~_quj9TK6EeyT8xKdcQQUGQ","query":"machine learning","queryID":"machine learning","schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/specializations/mathematics-for-machine-learning-and-data-science" href="/specializations/mathematics-for-machine-learning-and-data-science" to="/specializations/mathematics-for-machine-learning-and-data-science" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-131-product-card-title" aria-label="Mathematics for Machine Learning and Data Science Specialization by DeepLearning.AI, 4.6 stars, by 2.4K reviews, provide skills Machine Learning, Calculus, Differential Equations etc... Intermediate level 1 - 3 Months" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">Mathematics for Machine Learning and Data Science</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Machine Learning, Calculus, Differential Equations, Mathematics, Machine Learning Algorithms, Regression, Algebra, Algorithms, Artificial Neural Networks, General Statistics, Linear Algebra, Probability & Statistics, Statistical Analysis</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-ratings"><div class="cds-RatingStat-sizeLabel css-1i7bybc" id="cds-react-aria-132"><div aria-label="Rating" aria-valuemax="5" aria-valuemin="0" aria-valuenow="4.6" aria-valuetext="4.6 out of 5 stars" class="cds-RatingStat-meter" id="cds-react-aria-132-meter" role="meter"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-RatingStat-icon css-0" id="cds-react-aria-133"><path d="M17.51 7.77h-5.32l-1.78-5.46a.45.45 0 00-.85 0l-1.8 5.46H2.45A.45.45 0 002 8.2a.43.43 0 00.16.35L6.66 12l-1.72 5.43a.45.45 0 00.3.56.43.43 0 00.39-.08L10 14.53l4.38 3.38a.44.44 0 00.69-.48L13.33 12l4.49-3.44a.43.43 0 00-.03-.73.501.501 0 00-.28-.06z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M9.7 1.547a.947.947 0 011.199.62l1.666 5.111 4.967-.003a.923.923 0 01.794.388.922.922 0 01-.216 1.294l-4.19 3.212 1.621 5.083a.931.931 0 01-1.475 1.03l-4.05-3.132-4.053 3.163a.934.934 0 01-.838.158.94.94 0 01-.643-1.177l.002-.006 1.618-5.094-4.207-3.213a.94.94 0 01.612-1.702h4.91L9.111 2.13a.94.94 0 01.58-.58l.009-.003zm7.656 6.728l-5.517.004L10 2.632 8.14 8.28H2.623l4.645 3.547-1.773 5.584 4.518-3.526 4.519 3.494-1.78-5.575 4.604-3.528z" fill="#7C6919"></path></svg><span class=" css-6ecy9b">4.6</span><div data-testid="visually-hidden" id="cds-react-aria-132-aria-describedby-label" class="css-1whdyhf">Rating, 4.6 out of 5 stars</div></div><span class=" css-vac8rf" aria-hidden="true">·</span><div class=" css-vac8rf">2.4K reviews</div></div></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Intermediate · Specialization · 1 - 3 Months</p></div></div></div></div></div></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-16m4c33"><div data-testid="product-card-cds" class="css-22za10"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><div class="css-cgrcns"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://s3.amazonaws.com/coursera-course-photos/8f/7afa60cbe911e8a233973e775a70ad/machine-learning-3.png?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=265" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-134-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="Duke University"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">D</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">Duke University</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"filtersApplied":{"skills":["Machine Learning"]},"hitPosition":7,"href":"/learn/machine-learning-duke","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"listIndex":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"noResults":false,"objectID":"course~8BJHzZD_EeiKohJBs5wRGA","query":"machine learning","queryID":"machine learning","schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/learn/machine-learning-duke" href="/learn/machine-learning-duke" to="/learn/machine-learning-duke" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-134-product-card-title" aria-label="Introduction to Machine Learning Course by Duke University, 4.7 stars, by 3.6K reviews, provide skills Artificial Neural Networks, Machine Learning, Natural Language Processing etc... Intermediate level 1 - 3 Months" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">Introduction to Machine Learning</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Artificial Neural Networks, Machine Learning, Natural Language Processing, Python Programming, Regression</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-ratings"><div class="cds-RatingStat-sizeLabel css-1i7bybc" id="cds-react-aria-135"><div aria-label="Rating" aria-valuemax="5" aria-valuemin="0" aria-valuenow="4.7" aria-valuetext="4.7 out of 5 stars" class="cds-RatingStat-meter" id="cds-react-aria-135-meter" role="meter"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-RatingStat-icon css-0" id="cds-react-aria-136"><path d="M17.51 7.77h-5.32l-1.78-5.46a.45.45 0 00-.85 0l-1.8 5.46H2.45A.45.45 0 002 8.2a.43.43 0 00.16.35L6.66 12l-1.72 5.43a.45.45 0 00.3.56.43.43 0 00.39-.08L10 14.53l4.38 3.38a.44.44 0 00.69-.48L13.33 12l4.49-3.44a.43.43 0 00-.03-.73.501.501 0 00-.28-.06z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M9.7 1.547a.947.947 0 011.199.62l1.666 5.111 4.967-.003a.923.923 0 01.794.388.922.922 0 01-.216 1.294l-4.19 3.212 1.621 5.083a.931.931 0 01-1.475 1.03l-4.05-3.132-4.053 3.163a.934.934 0 01-.838.158.94.94 0 01-.643-1.177l.002-.006 1.618-5.094-4.207-3.213a.94.94 0 01.612-1.702h4.91L9.111 2.13a.94.94 0 01.58-.58l.009-.003zm7.656 6.728l-5.517.004L10 2.632 8.14 8.28H2.623l4.645 3.547-1.773 5.584 4.518-3.526 4.519 3.494-1.78-5.575 4.604-3.528z" fill="#7C6919"></path></svg><span class=" css-6ecy9b">4.7</span><div data-testid="visually-hidden" id="cds-react-aria-135-aria-describedby-label" class="css-1whdyhf">Rating, 4.7 out of 5 stars</div></div><span class=" css-vac8rf" aria-hidden="true">·</span><div class=" css-vac8rf">3.6K reviews</div></div></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Intermediate · Course · 1 - 3 Months</p></div></div></div></div></div></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-16m4c33"><div data-testid="product-card-cds" class="css-22za10"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><div class="css-cgrcns"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://s3.amazonaws.com/coursera-course-photos/b5/8cd52cec40414c86470014b8042ecf/3657_UoL_Online-BSc-Computer-Science-Programme_MOOC-Icons_How-Comps-Work_05.jpg?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=265" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-137-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="University of London"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">U</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">University of London</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"filtersApplied":{"skills":["Machine Learning"]},"hitPosition":8,"href":"/learn/uol-machine-learning-for-all","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"listIndex":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"noResults":false,"objectID":"course~ulNCUKIsEemvjBKUOppBiA","query":"machine learning","queryID":"machine learning","schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/learn/uol-machine-learning-for-all" href="/learn/uol-machine-learning-for-all" to="/learn/uol-machine-learning-for-all" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-137-product-card-title" aria-label="Machine Learning for All Course by University of London, 4.7 stars, by 3.4K reviews, provide skills Algorithms, Artificial Neural Networks, Deep Learning etc... Beginner level 1 - 4 Weeks" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">Machine Learning for All</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Algorithms, Artificial Neural Networks, Deep Learning, Human Learning, Machine Learning, Machine Learning Algorithms, Statistical Machine Learning, Applied Machine Learning, Decision Making, Feature Engineering, Training</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-ratings"><div class="cds-RatingStat-sizeLabel css-1i7bybc" id="cds-react-aria-138"><div aria-label="Rating" aria-valuemax="5" aria-valuemin="0" aria-valuenow="4.7" aria-valuetext="4.7 out of 5 stars" class="cds-RatingStat-meter" id="cds-react-aria-138-meter" role="meter"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-RatingStat-icon css-0" id="cds-react-aria-139"><path d="M17.51 7.77h-5.32l-1.78-5.46a.45.45 0 00-.85 0l-1.8 5.46H2.45A.45.45 0 002 8.2a.43.43 0 00.16.35L6.66 12l-1.72 5.43a.45.45 0 00.3.56.43.43 0 00.39-.08L10 14.53l4.38 3.38a.44.44 0 00.69-.48L13.33 12l4.49-3.44a.43.43 0 00-.03-.73.501.501 0 00-.28-.06z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M9.7 1.547a.947.947 0 011.199.62l1.666 5.111 4.967-.003a.923.923 0 01.794.388.922.922 0 01-.216 1.294l-4.19 3.212 1.621 5.083a.931.931 0 01-1.475 1.03l-4.05-3.132-4.053 3.163a.934.934 0 01-.838.158.94.94 0 01-.643-1.177l.002-.006 1.618-5.094-4.207-3.213a.94.94 0 01.612-1.702h4.91L9.111 2.13a.94.94 0 01.58-.58l.009-.003zm7.656 6.728l-5.517.004L10 2.632 8.14 8.28H2.623l4.645 3.547-1.773 5.584 4.518-3.526 4.519 3.494-1.78-5.575 4.604-3.528z" fill="#7C6919"></path></svg><span class=" css-6ecy9b">4.7</span><div data-testid="visually-hidden" id="cds-react-aria-138-aria-describedby-label" class="css-1whdyhf">Rating, 4.7 out of 5 stars</div></div><span class=" css-vac8rf" aria-hidden="true">·</span><div class=" css-vac8rf">3.4K reviews</div></div></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Beginner · Course · 1 - 4 Weeks</p></div></div></div></div></div></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-16m4c33"><div data-testid="product-card-cds" class="css-22za10"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><div class="css-cgrcns"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/8d/bb77a93c14433cb346ef97f5425c0a/ML_Graphic.png?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=265" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-140-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="IBM"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">I</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">IBM</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"filtersApplied":{"skills":["Machine Learning"]},"hitPosition":9,"href":"/specializations/ibm-intro-machine-learning","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"listIndex":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"noResults":false,"objectID":"s12n~41SdNshVEeqBKQ6dN5ZVkw","query":"machine learning","queryID":"machine learning","schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/specializations/ibm-intro-machine-learning" href="/specializations/ibm-intro-machine-learning" to="/specializations/ibm-intro-machine-learning" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-140-product-card-title" aria-label="IBM Introduction to Machine Learning Specialization by IBM, 4.6 stars, by 2.5K reviews, provide skills Machine Learning, Machine Learning Algorithms, Algorithms etc... Intermediate level 3 - 6 Months" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">IBM Introduction to Machine Learning</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Machine Learning, Machine Learning Algorithms, Algorithms, Statistical Machine Learning, Human Learning, Probability & Statistics, Applied Machine Learning, Data Analysis, Regression, General Statistics, Python Programming, Feature Engineering, Machine Learning Software, Exploratory Data Analysis, Dimensionality Reduction, Statistical Analysis, Statistical Programming, Correlation And Dependence, Probability Distribution, Statistical Tests</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-ratings"><div class="cds-RatingStat-sizeLabel css-1i7bybc" id="cds-react-aria-141"><div aria-label="Rating" aria-valuemax="5" aria-valuemin="0" aria-valuenow="4.6" aria-valuetext="4.6 out of 5 stars" class="cds-RatingStat-meter" id="cds-react-aria-141-meter" role="meter"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-RatingStat-icon css-0" id="cds-react-aria-142"><path d="M17.51 7.77h-5.32l-1.78-5.46a.45.45 0 00-.85 0l-1.8 5.46H2.45A.45.45 0 002 8.2a.43.43 0 00.16.35L6.66 12l-1.72 5.43a.45.45 0 00.3.56.43.43 0 00.39-.08L10 14.53l4.38 3.38a.44.44 0 00.69-.48L13.33 12l4.49-3.44a.43.43 0 00-.03-.73.501.501 0 00-.28-.06z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M9.7 1.547a.947.947 0 011.199.62l1.666 5.111 4.967-.003a.923.923 0 01.794.388.922.922 0 01-.216 1.294l-4.19 3.212 1.621 5.083a.931.931 0 01-1.475 1.03l-4.05-3.132-4.053 3.163a.934.934 0 01-.838.158.94.94 0 01-.643-1.177l.002-.006 1.618-5.094-4.207-3.213a.94.94 0 01.612-1.702h4.91L9.111 2.13a.94.94 0 01.58-.58l.009-.003zm7.656 6.728l-5.517.004L10 2.632 8.14 8.28H2.623l4.645 3.547-1.773 5.584 4.518-3.526 4.519 3.494-1.78-5.575 4.604-3.528z" fill="#7C6919"></path></svg><span class=" css-6ecy9b">4.6</span><div data-testid="visually-hidden" id="cds-react-aria-141-aria-describedby-label" class="css-1whdyhf">Rating, 4.6 out of 5 stars</div></div><span class=" css-vac8rf" aria-hidden="true">·</span><div class=" css-vac8rf">2.5K reviews</div></div></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Intermediate · Specialization · 3 - 6 Months</p></div></div></div></div></div></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-16m4c33"><div data-testid="product-card-cds" class="css-22za10"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><div class="css-cgrcns"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://s3.amazonaws.com/coursera-course-photos/c2/c889af07794c3fab51e89cc10cd7d0/azureml-pipeline.png?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=265" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-143-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="Coursera Project Network"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">C</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">Coursera Project Network</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"filtersApplied":{"skills":["Machine Learning"]},"hitPosition":10,"href":"/projects/azure-machine-learning-studio-pipeline","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"listIndex":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"noResults":false,"objectID":"course~LSqdmxtcEeqQJw6Wlm3hnw","query":"machine learning","queryID":"machine learning","schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/projects/azure-machine-learning-studio-pipeline" href="/projects/azure-machine-learning-studio-pipeline" to="/projects/azure-machine-learning-studio-pipeline" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-143-product-card-title" aria-label="Machine Learning Pipelines with Azure ML Studio Guided Project by Coursera Project Network, 4.6 stars, by 775 reviews, provide skills Computer Programming, Data Analysis, Data Science etc... Beginner level Less Than 2 Hours" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">Machine Learning Pipelines with Azure ML Studio</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Computer Programming, Data Analysis, Data Science, Machine Learning, Microsoft Azure, Python Programming</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-ratings"><div class="cds-RatingStat-sizeLabel css-1i7bybc" id="cds-react-aria-144"><div aria-label="Rating" aria-valuemax="5" aria-valuemin="0" aria-valuenow="4.6" aria-valuetext="4.6 out of 5 stars" class="cds-RatingStat-meter" id="cds-react-aria-144-meter" role="meter"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-RatingStat-icon css-0" id="cds-react-aria-145"><path d="M17.51 7.77h-5.32l-1.78-5.46a.45.45 0 00-.85 0l-1.8 5.46H2.45A.45.45 0 002 8.2a.43.43 0 00.16.35L6.66 12l-1.72 5.43a.45.45 0 00.3.56.43.43 0 00.39-.08L10 14.53l4.38 3.38a.44.44 0 00.69-.48L13.33 12l4.49-3.44a.43.43 0 00-.03-.73.501.501 0 00-.28-.06z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M9.7 1.547a.947.947 0 011.199.62l1.666 5.111 4.967-.003a.923.923 0 01.794.388.922.922 0 01-.216 1.294l-4.19 3.212 1.621 5.083a.931.931 0 01-1.475 1.03l-4.05-3.132-4.053 3.163a.934.934 0 01-.838.158.94.94 0 01-.643-1.177l.002-.006 1.618-5.094-4.207-3.213a.94.94 0 01.612-1.702h4.91L9.111 2.13a.94.94 0 01.58-.58l.009-.003zm7.656 6.728l-5.517.004L10 2.632 8.14 8.28H2.623l4.645 3.547-1.773 5.584 4.518-3.526 4.519 3.494-1.78-5.575 4.604-3.528z" fill="#7C6919"></path></svg><span class=" css-6ecy9b">4.6</span><div data-testid="visually-hidden" id="cds-react-aria-144-aria-describedby-label" class="css-1whdyhf">Rating, 4.6 out of 5 stars</div></div><span class=" css-vac8rf" aria-hidden="true">·</span><div class=" css-vac8rf">775 reviews</div></div></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Beginner · Guided Project · Less Than 2 Hours</p></div></div></div></div></div></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100 cds-112 cds-126"><div class="css-16m4c33"><div data-testid="product-card-cds" class="css-22za10"><div class="cds-ProductCard-base cds-ProductCard-grid css-pidhmc"><div class="cds-CommonCard-clickArea"><div class="cds-ProductCard-gridCard"><div class="cds-ProductCard-gridPreviewContainer"><div class="cds-CommonCard-previewImage"><div class="css-cgrcns"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://d15cw65ipctsrr.cloudfront.net/bc/9e1a60378b11e8a4cfb59484b7aff8/new-ml-on-gcp-logo.png?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=265" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div></div><div class="cds-ProductCard-content"><div class="cds-ProductCard-header"><div class="cds-ProductCard-partnerInfo" id="cds-react-aria-146-product-card-partner-info"><div class="cds-CommonCard-interactiveArea"><div class="css-18juqt8 cds-ProductCard-partners" title="Google Cloud"><div class="cds-ProductCard-partnerLogos"><div class="cds-Avatar-base cds-Avatar-organization cds-Avatar-showBorder css-de92ti"><div aria-hidden="true" class="cds-Avatar-initial"><span class="cds-Avatar-initialText">G</span></div></div></div><p class="cds-ProductCard-partnerNames css-vac8rf">Google Cloud</p></div></div></div><div><a data-click-key="seo_entity_page.search.click.search_card" data-click-value="{"filtersApplied":{"skills":["Machine Learning"]},"hitPosition":11,"href":"/specializations/machine-learning-tensorflow-gcp","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"listIndex":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_card","page":"search"},"noResults":false,"objectID":"s12n~BDbRtACCEei2Rw7d_b6q_A","query":"machine learning","queryID":"machine learning","schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_card" data-track-href="/specializations/machine-learning-tensorflow-gcp" href="/specializations/machine-learning-tensorflow-gcp" to="/specializations/machine-learning-tensorflow-gcp" class="cds-7 cds-1 cds-3 cds-CommonCard-titleLink css-si869u cds-30" id="cds-react-aria-146-product-card-title" aria-label="Machine Learning on Google Cloud Specialization by Google Cloud, 4.5 stars, by 9.7K reviews, provide skills Machine Learning, Applied Machine Learning, Google Cloud Platform etc... Intermediate level 3 - 6 Months" target="_blank" rel="noopener noreferrer"><h3 class="cds-CommonCard-title css-6ecy9b">Machine Learning on Google Cloud</h3></a></div></div><div class="cds-ProductCard-body"><div class="cds-CommonCard-bodyContent"><p class=" css-vac8rf"><b class="css-l47nsn">Skills you'll gain<!-- -->: </b>Machine Learning, Applied Machine Learning, Google Cloud Platform, Human Learning, Machine Learning Software, Cloud Computing, Machine Learning Algorithms, Deep Learning, Cloud Platforms, Artificial Neural Networks, Feature Engineering, Exploratory Data Analysis, Tensorflow, Python Programming, Data Analysis, Data Visualization, Probability & Statistics, Regression, Statistical Programming, Statistical Visualization, Algorithms, SQL, Cloud API, Apache, Extract, Transform, Load</p></div></div><div class="cds-ProductCard-footer"><div class="cds-CommonCard-category"></div><div class="cds-CommonCard-ratings"><div class="cds-RatingStat-sizeLabel css-1i7bybc" id="cds-react-aria-147"><div aria-label="Rating" aria-valuemax="5" aria-valuemin="0" aria-valuenow="4.5" aria-valuetext="4.5 out of 5 stars" class="cds-RatingStat-meter" id="cds-react-aria-147-meter" role="meter"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-RatingStat-icon css-0" id="cds-react-aria-148"><path d="M17.51 7.77h-5.32l-1.78-5.46a.45.45 0 00-.85 0l-1.8 5.46H2.45A.45.45 0 002 8.2a.43.43 0 00.16.35L6.66 12l-1.72 5.43a.45.45 0 00.3.56.43.43 0 00.39-.08L10 14.53l4.38 3.38a.44.44 0 00.69-.48L13.33 12l4.49-3.44a.43.43 0 00-.03-.73.501.501 0 00-.28-.06z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M9.7 1.547a.947.947 0 011.199.62l1.666 5.111 4.967-.003a.923.923 0 01.794.388.922.922 0 01-.216 1.294l-4.19 3.212 1.621 5.083a.931.931 0 01-1.475 1.03l-4.05-3.132-4.053 3.163a.934.934 0 01-.838.158.94.94 0 01-.643-1.177l.002-.006 1.618-5.094-4.207-3.213a.94.94 0 01.612-1.702h4.91L9.111 2.13a.94.94 0 01.58-.58l.009-.003zm7.656 6.728l-5.517.004L10 2.632 8.14 8.28H2.623l4.645 3.547-1.773 5.584 4.518-3.526 4.519 3.494-1.78-5.575 4.604-3.528z" fill="#7C6919"></path></svg><span class=" css-6ecy9b">4.5</span><div data-testid="visually-hidden" id="cds-react-aria-147-aria-describedby-label" class="css-1whdyhf">Rating, 4.5 out of 5 stars</div></div><span class=" css-vac8rf" aria-hidden="true">·</span><div class=" css-vac8rf">9.7K reviews</div></div></div><div class="cds-CommonCard-metadata"><p class=" css-vac8rf">Intermediate · Specialization · 3 - 6 Months</p></div></div></div></div></div></div></div></div></li></ul><div><div><div data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_page_suggested_search_section" role="presentation"><div class="css-1d8irfl"><div class="cds-45 css-1u8qly9 cds-46" data-testid="suggested-searches"><div class="cds-45 css-0 cds-47 cds-grid-item cds-92"><h2 class="css-gdwbyx">Searches related to machine learning</h2></div><div class="cds-45 css-1winmd cds-46 cds-47 cds-grid-item cds-92"><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100"><a data-click-key="seo_entity_page.search.click.search_page_suggested_search" data-click-value="{"href":"/search?query=machine learning specialization","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_page_suggested_search","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_page_suggested_search" data-track-href="/search?query=machine learning specialization" href="/search?query=machine learning specialization" to="/search?query=machine learning specialization" class="cds-7 cds-1 cds-3 css-1ibxsrf cds-30" rel="nofollow"><em class="css-8p0fb3">machine</em><span> </span><em class="css-8p0fb3">learning</em><span> </span><span>specialization</span></a></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100"><a data-click-key="seo_entity_page.search.click.search_page_suggested_search" data-click-value="{"href":"/search?query=machine learning andrew ng","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_page_suggested_search","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_page_suggested_search" data-track-href="/search?query=machine learning andrew ng" href="/search?query=machine learning andrew ng" to="/search?query=machine learning andrew ng" class="cds-7 cds-1 cds-3 css-1ibxsrf cds-30" rel="nofollow"><em class="css-8p0fb3">machine</em><span> </span><em class="css-8p0fb3">learning</em><span> </span><span>andrew</span><span> </span><span>ng</span></a></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100"><a data-click-key="seo_entity_page.search.click.search_page_suggested_search" data-click-value="{"href":"/search?query=machine learning by andrew ng","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_page_suggested_search","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_page_suggested_search" data-track-href="/search?query=machine learning by andrew ng" href="/search?query=machine learning by andrew ng" to="/search?query=machine learning by andrew ng" class="cds-7 cds-1 cds-3 css-1ibxsrf cds-30" rel="nofollow"><em class="css-8p0fb3">machine</em><span> </span><em class="css-8p0fb3">learning</em><span> </span><span>by</span><span> </span><span>andrew</span><span> </span><span>ng</span></a></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100"><a data-click-key="seo_entity_page.search.click.search_page_suggested_search" data-click-value="{"href":"/search?query=machine learning in production","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_page_suggested_search","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_page_suggested_search" data-track-href="/search?query=machine learning in production" href="/search?query=machine learning in production" to="/search?query=machine learning in production" class="cds-7 cds-1 cds-3 css-1ibxsrf cds-30" rel="nofollow"><em class="css-8p0fb3">machine</em><span> </span><em class="css-8p0fb3">learning</em><span> </span><span>in</span><span> </span><span>production</span></a></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100"><a data-click-key="seo_entity_page.search.click.search_page_suggested_search" data-click-value="{"href":"/search?query=machine learning stanford","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_page_suggested_search","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_page_suggested_search" data-track-href="/search?query=machine learning stanford" href="/search?query=machine learning stanford" to="/search?query=machine learning stanford" class="cds-7 cds-1 cds-3 css-1ibxsrf cds-30" rel="nofollow"><em class="css-8p0fb3">machine</em><span> </span><em class="css-8p0fb3">learning</em><span> </span><span>stanford</span></a></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100"><a data-click-key="seo_entity_page.search.click.search_page_suggested_search" data-click-value="{"href":"/search?query=machine learning engineer","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_page_suggested_search","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_page_suggested_search" data-track-href="/search?query=machine learning engineer" href="/search?query=machine learning engineer" to="/search?query=machine learning engineer" class="cds-7 cds-1 cds-3 css-1ibxsrf cds-30" rel="nofollow"><em class="css-8p0fb3">machine</em><span> </span><em class="css-8p0fb3">learning</em><span> </span><span>engineer</span></a></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100"><a data-click-key="seo_entity_page.search.click.search_page_suggested_search" data-click-value="{"href":"/search?query=machine learning foundations for product managers","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_page_suggested_search","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_page_suggested_search" data-track-href="/search?query=machine learning foundations for product managers" href="/search?query=machine learning foundations for product managers" to="/search?query=machine learning foundations for product managers" class="cds-7 cds-1 cds-3 css-1ibxsrf cds-30" rel="nofollow"><em class="css-8p0fb3">machine</em><span> </span><em class="css-8p0fb3">learning</em><span> </span><span>foundations</span><span> </span><span>for</span><span> </span><span>product</span><span> </span><span>managers</span></a></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100"><a data-click-key="seo_entity_page.search.click.search_page_suggested_search" data-click-value="{"href":"/search?query=machine learning for all","indexName":"consumer_products_cohere_embed_english_v3_alias:rt-search-heavy-ranker-cohere-english-prod","indexPosition":1,"namespace":{"action":"click","app":"seo_entity_page","component":"search_page_suggested_search","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="search_page_suggested_search" data-track-href="/search?query=machine learning for all" href="/search?query=machine learning for all" to="/search?query=machine learning for all" class="cds-7 cds-1 cds-3 css-1ibxsrf cds-30" rel="nofollow"><em class="css-8p0fb3">machine</em><span> </span><em class="css-8p0fb3">learning</em><span> </span><span>for</span><span> </span><span>all</span></a></div></div></div></div></div></div></div><div data-e2e="pagination-controls" class="rc-PaginationControls horizontal-box align-items-right large-style cds css-1q435b2" style="display:flex;justify-content:center;margin-bottom:3rem;margin-top:3rem"><div role="navigation" class="pagination-controls-container" aria-label="Page Navigation"><button data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="pagination_left_arrow" data-e2e="pagination-controls-prev" class="label-text box arrow arrow-disabled" disabled="" aria-label="Previous Page" type="button"><svg aria-hidden="true" fill="none" focusable="false" 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data-unit="top-10-result" class="css-epm9dj"><a data-click-key="seo_entity_page.search.click.featured_snippet_link" data-click-value="{"href":"/specializations/machine-learning-introduction","name":"Machine Learning","namespace":{"action":"click","app":"seo_entity_page","component":"featured_snippet_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="featured_snippet_link" data-track-href="/specializations/machine-learning-introduction" href="/specializations/machine-learning-introduction" to="/specializations/machine-learning-introduction" class="cds-7 cds-1 cds-3 featured-snippet-link css-1cnv6wh cds-30" data-e2e="featured-snippet-link">Machine Learning</a>:<span class=" css-4s48ix"> <!-- -->DeepLearning.AI</span></li><li data-unit="top-10-result" class="css-epm9dj"><a data-click-key="seo_entity_page.search.click.featured_snippet_link" data-click-value="{"href":"/professional-certificates/ibm-machine-learning","name":"IBM Machine Learning","namespace":{"action":"click","app":"seo_entity_page","component":"featured_snippet_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="featured_snippet_link" data-track-href="/professional-certificates/ibm-machine-learning" href="/professional-certificates/ibm-machine-learning" to="/professional-certificates/ibm-machine-learning" class="cds-7 cds-1 cds-3 featured-snippet-link css-1cnv6wh cds-30" data-e2e="featured-snippet-link">IBM Machine Learning</a>:<span class=" css-4s48ix"> <!-- -->IBM</span></li><li data-unit="top-10-result" class="css-epm9dj"><a data-click-key="seo_entity_page.search.click.featured_snippet_link" data-click-value="{"href":"/learn/machine-learning-with-python","name":"Machine Learning with Python","namespace":{"action":"click","app":"seo_entity_page","component":"featured_snippet_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="featured_snippet_link" data-track-href="/learn/machine-learning-with-python" href="/learn/machine-learning-with-python" to="/learn/machine-learning-with-python" class="cds-7 cds-1 cds-3 featured-snippet-link css-1cnv6wh cds-30" data-e2e="featured-snippet-link">Machine Learning with Python</a>:<span class=" css-4s48ix"> <!-- -->IBM</span></li><li data-unit="top-10-result" class="css-epm9dj"><a data-click-key="seo_entity_page.search.click.featured_snippet_link" data-click-value="{"href":"/specializations/machine-learning","name":"Machine Learning","namespace":{"action":"click","app":"seo_entity_page","component":"featured_snippet_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="featured_snippet_link" data-track-href="/specializations/machine-learning" href="/specializations/machine-learning" to="/specializations/machine-learning" class="cds-7 cds-1 cds-3 featured-snippet-link css-1cnv6wh cds-30" data-e2e="featured-snippet-link">Machine Learning</a>:<span class=" css-4s48ix"> <!-- -->University of Washington</span></li><li data-unit="top-10-result" class="css-epm9dj"><a data-click-key="seo_entity_page.search.click.featured_snippet_link" data-click-value="{"href":"/specializations/mathematics-machine-learning","name":"Mathematics for Machine Learning","namespace":{"action":"click","app":"seo_entity_page","component":"featured_snippet_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="featured_snippet_link" data-track-href="/specializations/mathematics-machine-learning" href="/specializations/mathematics-machine-learning" to="/specializations/mathematics-machine-learning" class="cds-7 cds-1 cds-3 featured-snippet-link css-1cnv6wh cds-30" data-e2e="featured-snippet-link">Mathematics for Machine Learning</a>:<span class=" css-4s48ix"> <!-- -->Imperial College London</span></li><li data-unit="top-10-result" class="css-epm9dj"><a data-click-key="seo_entity_page.search.click.featured_snippet_link" data-click-value="{"href":"/learn/machine-learning","name":"Supervised Machine Learning: Regression and Classification ","namespace":{"action":"click","app":"seo_entity_page","component":"featured_snippet_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="featured_snippet_link" data-track-href="/learn/machine-learning" href="/learn/machine-learning" to="/learn/machine-learning" class="cds-7 cds-1 cds-3 featured-snippet-link css-1cnv6wh cds-30" data-e2e="featured-snippet-link">Supervised Machine Learning: Regression and Classification </a>:<span class=" css-4s48ix"> <!-- -->DeepLearning.AI</span></li><li data-unit="top-10-result" class="css-epm9dj"><a data-click-key="seo_entity_page.search.click.featured_snippet_link" data-click-value="{"href":"/specializations/mathematics-for-machine-learning-and-data-science","name":"Mathematics for Machine Learning and Data Science","namespace":{"action":"click","app":"seo_entity_page","component":"featured_snippet_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="featured_snippet_link" data-track-href="/specializations/mathematics-for-machine-learning-and-data-science" href="/specializations/mathematics-for-machine-learning-and-data-science" to="/specializations/mathematics-for-machine-learning-and-data-science" class="cds-7 cds-1 cds-3 featured-snippet-link css-1cnv6wh cds-30" data-e2e="featured-snippet-link">Mathematics for Machine Learning and Data Science</a>:<span class=" css-4s48ix"> <!-- -->DeepLearning.AI</span></li><li data-unit="top-10-result" class="css-epm9dj"><a data-click-key="seo_entity_page.search.click.featured_snippet_link" data-click-value="{"href":"/learn/machine-learning-duke","name":"Introduction to Machine Learning","namespace":{"action":"click","app":"seo_entity_page","component":"featured_snippet_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="featured_snippet_link" data-track-href="/learn/machine-learning-duke" href="/learn/machine-learning-duke" to="/learn/machine-learning-duke" class="cds-7 cds-1 cds-3 featured-snippet-link css-1cnv6wh cds-30" data-e2e="featured-snippet-link">Introduction to Machine Learning</a>:<span class=" css-4s48ix"> <!-- -->Duke University</span></li><li data-unit="top-10-result" class="css-epm9dj"><a data-click-key="seo_entity_page.search.click.featured_snippet_link" data-click-value="{"href":"/learn/uol-machine-learning-for-all","name":"Machine Learning for All","namespace":{"action":"click","app":"seo_entity_page","component":"featured_snippet_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="featured_snippet_link" data-track-href="/learn/uol-machine-learning-for-all" href="/learn/uol-machine-learning-for-all" to="/learn/uol-machine-learning-for-all" class="cds-7 cds-1 cds-3 featured-snippet-link css-1cnv6wh cds-30" data-e2e="featured-snippet-link">Machine Learning for All</a>:<span class=" css-4s48ix"> <!-- -->University of London</span></li><li data-unit="top-10-result" class="css-epm9dj"><a data-click-key="seo_entity_page.search.click.featured_snippet_link" data-click-value="{"href":"/specializations/ibm-intro-machine-learning","name":"IBM Introduction to Machine Learning","namespace":{"action":"click","app":"seo_entity_page","component":"featured_snippet_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="featured_snippet_link" data-track-href="/specializations/ibm-intro-machine-learning" href="/specializations/ibm-intro-machine-learning" to="/specializations/ibm-intro-machine-learning" class="cds-7 cds-1 cds-3 featured-snippet-link css-1cnv6wh cds-30" data-e2e="featured-snippet-link">IBM Introduction to Machine Learning</a>:<span class=" css-4s48ix"> <!-- -->IBM</span></li></ul></div></div></div></div></div></div></div><div> <script type="application/ld+json"> 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</script> </div></main><div class="cds-45 css-o6zxv1 cds-46"><div class="cds-45 internal-linking-wrapper css-dlm1y2 cds-46 cds-47 cds-grid-item cds-92"><div class="cds-45 skills-to-learn-section css-0 cds-47 cds-grid-item cds-92"></div><div class="cds-45 faq-and-topics-container cds css-0 cds-47 cds-grid-item cds-92"><div class="rc-BrowseFAQs"><h2 class="browse-faq__heading">Frequently Asked Questions about Machine Learning</h2><div class="rc-Faqs"><div id="cds-react-aria-151" class="faqList css-1jcy7xi"><div data-testid="visually-hidden" aria-live="polite" id="cds-react-aria-151-expanded-descriptor" tabindex="-1" class="css-1whdyhf"></div><div class="cds-ShowMoreList-listContainer" id="cds-react-aria-151-listContainer" role="list"><div aria-posinset="1" aria-setsize="3" role="listitem"><div class="rc-Faq"><button data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="browse_toggle_faq_0" id="faq-0" class="question" aria-expanded="false" aria-controls="faq-detail-0" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s browse-faq-question">What topics are typically covered in machine learning courses?<!-- --></h3></button><div id="faq-detail-0" class="transitionContainer" aria-labelledby="faq-0" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer browse-faq-answer"><p>Machine learning courses cover a wide range of topics essential for understanding and building machine learning models. These include the basics of <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/courses?query=supervised%20learning","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/courses?query=supervised%20learning" href="https://www.coursera.org/courses?query=supervised%20learning" to="https://www.coursera.org/courses?query=supervised%20learning" target="_blank">supervised learning</a> and <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/courses?query=unsupervised%20learning","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/courses?query=unsupervised%20learning" href="https://www.coursera.org/courses?query=unsupervised%20learning" to="https://www.coursera.org/courses?query=unsupervised%20learning" target="_blank">unsupervised learning</a>, data preprocessing, and model evaluation. Learners will also explore algorithms such as <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/courses?query=linear%20regression","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/courses?query=linear%20regression" href="https://www.coursera.org/courses?query=linear%20regression" to="https://www.coursera.org/courses?query=linear%20regression" target="_blank">linear regression</a>, decision trees, support vector machines, and <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/courses?query=neural%20networks","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/courses?query=neural%20networks" href="https://www.coursera.org/courses?query=neural%20networks" to="https://www.coursera.org/courses?query=neural%20networks" target="_blank">neural networks</a>. Advanced topics might include <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/courses?query=deep%20learning","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/courses?query=deep%20learning" href="https://www.coursera.org/courses?query=deep%20learning" to="https://www.coursera.org/courses?query=deep%20learning" target="_blank">deep learning</a>, <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/courses?query=nlp","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/courses?query=nlp" href="https://www.coursera.org/courses?query=nlp" to="https://www.coursera.org/courses?query=nlp" target="_blank">natural language processing</a>, <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/courses?query=reinforcement%20learning","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/courses?query=reinforcement%20learning" href="https://www.coursera.org/courses?query=reinforcement%20learning" to="https://www.coursera.org/courses?query=reinforcement%20learning" target="_blank">reinforcement learning</a>, and the use of frameworks like <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/courses?query=tensorflow","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/courses?query=tensorflow" href="https://www.coursera.org/courses?query=tensorflow" to="https://www.coursera.org/courses?query=tensorflow" target="_blank">TensorFlow</a> and <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/courses?query=pytorch","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/courses?query=pytorch" href="https://www.coursera.org/courses?query=pytorch" to="https://www.coursera.org/courses?query=pytorch" target="_blank">PyTorch</a>. Practical projects and case studies help learners apply these concepts to real-world scenarios.<!-- --></p></div></div></div></div></div><div aria-posinset="2" aria-setsize="3" role="listitem"><div class="rc-Faq"><button data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="browse_toggle_faq_1" id="faq-1" class="question" aria-expanded="false" aria-controls="faq-detail-1" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s browse-faq-question">How can I choose the right machine learning course for my career goals?<!-- --></h3></button><div id="faq-detail-1" class="transitionContainer" aria-labelledby="faq-1" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer browse-faq-answer"><p>Choosing the right machine learning course depends on your current knowledge level and career aspirations. <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/courses?query=machine%20learning&productDifficultyLevel=Beginner","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/courses?query=machine%20learning&productDifficultyLevel=Beginner" href="https://www.coursera.org/courses?query=machine%20learning&productDifficultyLevel=Beginner" to="https://www.coursera.org/courses?query=machine%20learning&productDifficultyLevel=Beginner" target="_blank">Beginners</a> should look for courses that introduce the fundamentals of machine learning, including basic algorithms and data preprocessing techniques. Those with some experience might benefit from intermediate courses focusing on specific algorithms, model optimization, and real-world applications. <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/courses?query=machine%20learning&productDifficultyLevel=Advanced","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/courses?query=machine%20learning&productDifficultyLevel=Advanced" href="https://www.coursera.org/courses?query=machine%20learning&productDifficultyLevel=Advanced" to="https://www.coursera.org/courses?query=machine%20learning&productDifficultyLevel=Advanced" target="_blank">Advanced</a> learners or professionals seeking specialized knowledge might consider courses on <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/courses?query=deep%20learning","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/courses?query=deep%20learning" href="https://www.coursera.org/courses?query=deep%20learning" to="https://www.coursera.org/courses?query=deep%20learning" target="_blank">deep learning</a>, <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/courses?query=reinforcement%20learning","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/courses?query=reinforcement%20learning" href="https://www.coursera.org/courses?query=reinforcement%20learning" to="https://www.coursera.org/courses?query=reinforcement%20learning" target="_blank">reinforcement learning</a>, or advanced machine learning frameworks. Reviewing course content, instructor expertise, and learner feedback can help ensure the course aligns with your career goals.<!-- --></p></div></div></div></div></div><div aria-posinset="3" aria-setsize="3" role="listitem"><div class="rc-Faq"><button data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="browse_toggle_faq_2" id="faq-2" class="question" aria-expanded="false" aria-controls="faq-detail-2" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s browse-faq-question">What career opportunities can I pursue with a certificate in machine learning?<!-- --></h3></button><div id="faq-detail-2" class="transitionContainer" aria-labelledby="faq-2" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer browse-faq-answer"><p>A certificate in machine learning can open up various career opportunities in the tech industry and beyond. Common roles include <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/articles/what-is-machine-learning-engineer","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/articles/what-is-machine-learning-engineer" href="https://www.coursera.org/articles/what-is-machine-learning-engineer" to="https://www.coursera.org/articles/what-is-machine-learning-engineer" target="_blank">machine learning engineer</a>, <a data-click-key="seo_entity_page.search.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/articles/what-is-a-data-scientist","namespace":{"action":"click","app":"seo_entity_page","component":"link_in_contentful","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/articles/what-is-a-data-scientist" href="https://www.coursera.org/articles/what-is-a-data-scientist" to="https://www.coursera.org/articles/what-is-a-data-scientist" target="_blank">data scientist</a>, AI specialist, and research scientist. These positions involve developing and deploying machine learning models, analyzing data, and creating AI-driven solutions. With the increasing importance of AI and machine learning across industries such as healthcare, finance, technology, and automotive, earning a machine learning certificate can significantly enhance your career prospects and opportunities for advancement.<!-- --></p></div></div></div></div></div><div class="cds-218 cds-ShowMoreList-collapseContainer cds-220" style="min-height:0px"><div class="cds-221"><div class="cds-222"></div></div></div></div></div></div><div class="faq-disclaimer"><span class="faq-disclaimer-text">This FAQ content has been made available for informational purposes only. Learners are advised to conduct additional research to ensure that courses and other credentials pursued meet their personal, professional, and financial goals.</span></div><div class="rc-EntityPageFAQSchemaMarkup"><div> <script type="application/ld+json"> {"@context":"http://schema.org","@type":"FAQPage","mainEntity":[{"@type":"Question","name":"<p>What topics are typically covered in machine learning courses?</p>","acceptedAnswer":{"@type":"Answer","text":"<p>Machine learning courses cover a wide range of topics essential for understanding and building machine learning models. These include the basics of <a href=\"https://www.coursera.org/courses?query=supervised%20learning\">supervised learning</a> and <a href=\"https://www.coursera.org/courses?query=unsupervised%20learning\">unsupervised learning</a>, data preprocessing, and model evaluation. Learners will also explore algorithms such as <a href=\"https://www.coursera.org/courses?query=linear%20regression\">linear regression</a>, decision trees, support vector machines, and <a href=\"https://www.coursera.org/courses?query=neural%20networks\">neural networks</a>. Advanced topics might include <a href=\"https://www.coursera.org/courses?query=deep%20learning\">deep learning</a>, <a href=\"https://www.coursera.org/courses?query=nlp\">natural language processing</a>, <a href=\"https://www.coursera.org/courses?query=reinforcement%20learning\">reinforcement learning</a>, and the use of frameworks like <a href=\"https://www.coursera.org/courses?query=tensorflow\">TensorFlow</a> and <a href=\"https://www.coursera.org/courses?query=pytorch\">PyTorch</a>. Practical projects and case studies help learners apply these concepts to real-world scenarios.</p>"}},{"@type":"Question","name":"<p>How can I choose the right machine learning course for my career goals?</p>","acceptedAnswer":{"@type":"Answer","text":"<p>Choosing the right machine learning course depends on your current knowledge level and career aspirations. <a href=\"https://www.coursera.org/courses?query=machine%20learning&productDifficultyLevel=Beginner\">Beginners</a> should look for courses that introduce the fundamentals of machine learning, including basic algorithms and data preprocessing techniques. Those with some experience might benefit from intermediate courses focusing on specific algorithms, model optimization, and real-world applications. <a href=\"https://www.coursera.org/courses?query=machine%20learning&productDifficultyLevel=Advanced\">Advanced</a> learners or professionals seeking specialized knowledge might consider courses on <a href=\"https://www.coursera.org/courses?query=deep%20learning\">deep learning</a>, <a href=\"https://www.coursera.org/courses?query=reinforcement%20learning\">reinforcement learning</a>, or advanced machine learning frameworks. Reviewing course content, instructor expertise, and learner feedback can help ensure the course aligns with your career goals.</p>"}},{"@type":"Question","name":"<p>What career opportunities can I pursue with a certificate in machine learning?</p>","acceptedAnswer":{"@type":"Answer","text":"<p>A certificate in machine learning can open up various career opportunities in the tech industry and beyond. Common roles include <a href=\"https://www.coursera.org/articles/what-is-machine-learning-engineer\">machine learning engineer</a>, <a href=\"https://www.coursera.org/articles/what-is-a-data-scientist\">data scientist</a>, AI specialist, and research scientist. These positions involve developing and deploying machine learning models, analyzing data, and creating AI-driven solutions. With the increasing importance of AI and machine learning across industries such as healthcare, finance, technology, and automotive, earning a machine learning certificate can significantly enhance your career prospects and opportunities for advancement.</p>"}}]} </script> </div></div></div><div class="rc-OtherTopics css-11trnn5"><h2 class="cds-7 other-topics-header css-h1jogs cds-9">Other topics to explore</h2><div class="cds-45 css-0 cds-46" role="list"><div class="cds-45 topic-card-grid css-0 cds-47 cds-grid-item cds-111 cds-125" role="listitem"><a data-click-key="seo_entity_page.search.click.topic_card" data-click-value="{"href":"/browse/arts-and-humanities","namespace":{"action":"click","app":"seo_entity_page","component":"topic_card","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="topic_card" data-track-href="/browse/arts-and-humanities" href="/browse/arts-and-humanities" to="/browse/arts-and-humanities" class="rc-TopicCard css-1gvx11w"><div class="cds-45 topic-card-container css-0 cds-46"><div class="cds-45 topic-card-image-container css-0 cds-47 cds-grid-item cds-84"><div class="css-18gf322"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://s3.amazonaws.com/coursera_assets/browse/domains/arts_and_humanities.png?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=68" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div><div class="cds-45 topic-card-label-container css-0 cds-46 cds-47 cds-grid-item cds-54 cds-92 cds-102"><div class="cds-45 css-0 cds-47 cds-grid-item cds-92"><div class="topic-name">Arts and Humanities</div><span class="topic-number">338 courses</span></div></div></div></a></div><div class="cds-45 topic-card-grid css-0 cds-47 cds-grid-item cds-111 cds-125" role="listitem"><a data-click-key="seo_entity_page.search.click.topic_card" data-click-value="{"href":"/browse/business","namespace":{"action":"click","app":"seo_entity_page","component":"topic_card","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="topic_card" data-track-href="/browse/business" href="/browse/business" to="/browse/business" class="rc-TopicCard css-1gvx11w"><div class="cds-45 topic-card-container css-0 cds-46"><div class="cds-45 topic-card-image-container css-0 cds-47 cds-grid-item cds-84"><div class="css-18gf322"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://s3.amazonaws.com/coursera_assets/browse/domains/business.png?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=68" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div><div class="cds-45 topic-card-label-container css-0 cds-46 cds-47 cds-grid-item cds-54 cds-92 cds-102"><div class="cds-45 css-0 cds-47 cds-grid-item cds-92"><div class="topic-name">Business</div><span class="topic-number">1095 courses</span></div></div></div></a></div><div class="cds-45 topic-card-grid css-0 cds-47 cds-grid-item cds-111 cds-125" role="listitem"><a data-click-key="seo_entity_page.search.click.topic_card" data-click-value="{"href":"/browse/computer-science","namespace":{"action":"click","app":"seo_entity_page","component":"topic_card","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="topic_card" data-track-href="/browse/computer-science" href="/browse/computer-science" to="/browse/computer-science" class="rc-TopicCard css-1gvx11w"><div class="cds-45 topic-card-container css-0 cds-46"><div class="cds-45 topic-card-image-container css-0 cds-47 cds-grid-item cds-84"><div class="css-18gf322"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://s3.amazonaws.com/coursera_assets/browse/domains/computer_science.png?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=68" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div><div class="cds-45 topic-card-label-container css-0 cds-46 cds-47 cds-grid-item cds-54 cds-92 cds-102"><div class="cds-45 css-0 cds-47 cds-grid-item cds-92"><div class="topic-name">Computer Science</div><span class="topic-number">668 courses</span></div></div></div></a></div><div class="cds-45 topic-card-grid css-0 cds-47 cds-grid-item cds-111 cds-125" role="listitem"><a data-click-key="seo_entity_page.search.click.topic_card" data-click-value="{"href":"/browse/data-science","namespace":{"action":"click","app":"seo_entity_page","component":"topic_card","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="topic_card" data-track-href="/browse/data-science" href="/browse/data-science" to="/browse/data-science" class="rc-TopicCard css-1gvx11w"><div class="cds-45 topic-card-container css-0 cds-46"><div class="cds-45 topic-card-image-container css-0 cds-47 cds-grid-item cds-84"><div class="css-18gf322"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://s3.amazonaws.com/coursera_assets/browse/domains/data_science.png?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=68" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div><div class="cds-45 topic-card-label-container css-0 cds-46 cds-47 cds-grid-item cds-54 cds-92 cds-102"><div class="cds-45 css-0 cds-47 cds-grid-item cds-92"><div class="topic-name">Data Science</div><span class="topic-number">425 courses</span></div></div></div></a></div><div class="cds-45 topic-card-grid css-0 cds-47 cds-grid-item cds-111 cds-125" role="listitem"><a data-click-key="seo_entity_page.search.click.topic_card" data-click-value="{"href":"/browse/information-technology","namespace":{"action":"click","app":"seo_entity_page","component":"topic_card","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="topic_card" data-track-href="/browse/information-technology" href="/browse/information-technology" to="/browse/information-technology" class="rc-TopicCard css-1gvx11w"><div class="cds-45 topic-card-container css-0 cds-46"><div class="cds-45 topic-card-image-container css-0 cds-47 cds-grid-item cds-84"><div class="css-18gf322"><img alt="Placeholder" 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class="rc-SubFooterSection__content-column-link-text">Leadership</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://careers.coursera.com/","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://careers.coursera.com/" href="https://careers.coursera.com/" to="https://careers.coursera.com/" class="rc-SubFooterSection__content-column-link-text">Careers</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/browse","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/browse" href="/browse" to="/browse" class="rc-SubFooterSection__content-column-link-text">Catalog</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/courseraplus","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/courseraplus" href="/courseraplus" to="/courseraplus" class="rc-SubFooterSection__content-column-link-text">Coursera Plus</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/professional-certificate","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/professional-certificate" href="/professional-certificate" to="/professional-certificate" class="rc-SubFooterSection__content-column-link-text">Professional Certificates</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/mastertrack","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/mastertrack" href="/mastertrack" to="/mastertrack" class="rc-SubFooterSection__content-column-link-text">MasterTrack® Certificates</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/degrees","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/degrees" href="/degrees" to="/degrees" class="rc-SubFooterSection__content-column-link-text">Degrees</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/business?utm_campaign=website&utm_content=corp-to-home-footer-for-enterprise&utm_medium=coursera&utm_source=enterprise","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/business?utm_campaign=website&utm_content=corp-to-home-footer-for-enterprise&utm_medium=coursera&utm_source=enterprise" href="/business?utm_campaign=website&utm_content=corp-to-home-footer-for-enterprise&utm_medium=coursera&utm_source=enterprise" to="/business?utm_campaign=website&utm_content=corp-to-home-footer-for-enterprise&utm_medium=coursera&utm_source=enterprise" class="rc-SubFooterSection__content-column-link-text">For Enterprise</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/government?utm_campaign=website&utm_content=corp-to-home-footer-for-government&utm_medium=coursera&utm_source=enterprise","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/government?utm_campaign=website&utm_content=corp-to-home-footer-for-government&utm_medium=coursera&utm_source=enterprise" href="/government?utm_campaign=website&utm_content=corp-to-home-footer-for-government&utm_medium=coursera&utm_source=enterprise" to="/government?utm_campaign=website&utm_content=corp-to-home-footer-for-government&utm_medium=coursera&utm_source=enterprise" class="rc-SubFooterSection__content-column-link-text">For Government</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/campus?utm_campaign=website&utm_content=corp-to-home-footer-for-campus&utm_medium=coursera&utm_source=enterprise","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/campus?utm_campaign=website&utm_content=corp-to-home-footer-for-campus&utm_medium=coursera&utm_source=enterprise" href="/campus?utm_campaign=website&utm_content=corp-to-home-footer-for-campus&utm_medium=coursera&utm_source=enterprise" to="/campus?utm_campaign=website&utm_content=corp-to-home-footer-for-campus&utm_medium=coursera&utm_source=enterprise" class="rc-SubFooterSection__content-column-link-text">For Campus</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://partnerships.coursera.org/?utm_medium=coursera&utm_source=partnerships&utm_campaign=website&utm_content=corp-to-home-footer-become-a-partner","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://partnerships.coursera.org/?utm_medium=coursera&utm_source=partnerships&utm_campaign=website&utm_content=corp-to-home-footer-become-a-partner" href="https://partnerships.coursera.org/?utm_medium=coursera&utm_source=partnerships&utm_campaign=website&utm_content=corp-to-home-footer-become-a-partner" to="https://partnerships.coursera.org/?utm_medium=coursera&utm_source=partnerships&utm_campaign=website&utm_content=corp-to-home-footer-become-a-partner" class="rc-SubFooterSection__content-column-link-text">Become a Partner</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/social-impact","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/social-impact" href="/social-impact" to="/social-impact" class="rc-SubFooterSection__content-column-link-text">Social Impact</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/courses?query=free","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/courses?query=free" href="https://www.coursera.org/courses?query=free" to="https://www.coursera.org/courses?query=free" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~09f2f10c10976ef1bd695faec2a91a4c">Free Courses</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/explore/ects-credit-recommendation","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/explore/ects-credit-recommendation" href="https://www.coursera.org/explore/ects-credit-recommendation" to="https://www.coursera.org/explore/ects-credit-recommendation" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~ec65139883d0e2169d45f6b64fb6c0dd">ECTS Credit Recommendations</a></li></ul></div><div class="cds-45 rc-SubFooterSection lohp-rebrand css-0 cds-47 cds-grid-item cds-97"><p class="rc-SubFooterSection__header lohp-rebrand css-6ecy9b">Community</p><ul class="rc-SubFooterSection__content-column-links" role="list"><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.community","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.community" href="https://www.coursera.community" to="https://www.coursera.community" class="rc-SubFooterSection__content-column-link-text">Learners</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/partners","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/partners" href="https://www.coursera.org/partners" to="https://www.coursera.org/partners" class="rc-SubFooterSection__content-column-link-text">Partners</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.support/s/article/360000152926-Become-a-Coursera-beta-tester","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.support/s/article/360000152926-Become-a-Coursera-beta-tester" href="https://www.coursera.support/s/article/360000152926-Become-a-Coursera-beta-tester" to="https://www.coursera.support/s/article/360000152926-Become-a-Coursera-beta-tester" class="rc-SubFooterSection__content-column-link-text">Beta Testers</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://blog.coursera.org","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://blog.coursera.org" href="https://blog.coursera.org" to="https://blog.coursera.org" class="rc-SubFooterSection__content-column-link-text" target="_blank" rel="noopener noreferrer">Blog</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://open.spotify.com/show/58M36bneU7REOofdPZxe6A","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://open.spotify.com/show/58M36bneU7REOofdPZxe6A" href="https://open.spotify.com/show/58M36bneU7REOofdPZxe6A" to="https://open.spotify.com/show/58M36bneU7REOofdPZxe6A" class="rc-SubFooterSection__content-column-link-text">The Coursera Podcast</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://medium.com/coursera-engineering","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://medium.com/coursera-engineering" href="https://medium.com/coursera-engineering" to="https://medium.com/coursera-engineering" class="rc-SubFooterSection__content-column-link-text" target="_blank" rel="noopener noreferrer">Tech Blog</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/teaching-center","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/teaching-center" href="/teaching-center" to="/teaching-center" class="rc-SubFooterSection__content-column-link-text" target="_blank" rel="noopener noreferrer">Teaching Center</a></li></ul></div><div class="cds-45 rc-SubFooterSection lohp-rebrand css-0 cds-47 cds-grid-item cds-97"><p class="rc-SubFooterSection__header lohp-rebrand css-6ecy9b">More</p><ul class="rc-SubFooterSection__content-column-links" role="list"><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/about/press","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/about/press" href="/about/press" to="/about/press" class="rc-SubFooterSection__content-column-link-text">Press</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://investor.coursera.com","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://investor.coursera.com" href="https://investor.coursera.com" to="https://investor.coursera.com" class="rc-SubFooterSection__content-column-link-text">Investors</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/about/terms","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/about/terms" href="/about/terms" to="/about/terms" class="rc-SubFooterSection__content-column-link-text">Terms</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/about/privacy","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/about/privacy" href="/about/privacy" to="/about/privacy" class="rc-SubFooterSection__content-column-link-text">Privacy</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://learner.coursera.help/hc","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://learner.coursera.help/hc" href="https://learner.coursera.help/hc" to="https://learner.coursera.help/hc" class="rc-SubFooterSection__content-column-link-text">Help</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://learner.coursera.help/hc/articles/360050668591-Accessibility-Statement","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://learner.coursera.help/hc/articles/360050668591-Accessibility-Statement" href="https://learner.coursera.help/hc/articles/360050668591-Accessibility-Statement" to="https://learner.coursera.help/hc/articles/360050668591-Accessibility-Statement" class="rc-SubFooterSection__content-column-link-text">Accessibility</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"/about/contact","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/about/contact" href="/about/contact" to="/about/contact" class="rc-SubFooterSection__content-column-link-text">Contact</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/articles","namespace":{"action":"click","app":"seo_entity_page","component":"seo_directory_link","page":"search"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="seo_entity_page" data-track-page="search" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/articles" href="https://www.coursera.org/articles" to="https://www.coursera.org/articles" class="rc-SubFooterSection__content-column-link-text">Articles</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="seo_entity_page.search.click.seo_directory_link" 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atus\":\"RUNNING\"},{\"namespace\":\"GrowthDiscovery\",\"idForAllocation\":\"4741339272-1732691644497\",\"experimentId\":\"U0ujkz1iEe-L_xJvew_1VQ\",\"variantId\":\"YC7aAQ3iTg6u2gEN4n4OHQ\",\"parameterName\":\"useSkillCertificatePCDPLabel\",\"id\":27,\"version\":1,\"value\":true,\"status\":\"RUNNING\"},{\"namespace\":\"Enterprise\",\"idForAllocation\":\"4741339272-1732691644497\",\"experimentId\":\"8rKAZmbbEe-QdhKGhQs4zw\",\"variantId\":\"QtIb4P05TO2SG-D9OZztbQ\",\"parameterName\":\"enableEditAvailabilityForC4BG\",\"id\":30,\"version\":1,\"value\":true,\"status\":\"RUNNING\"},{\"namespace\":\"GrowthPremium\",\"idForAllocation\":\"4741339272-1732691644497\",\"experimentId\":\"jDWngM1aEeyRV_VbozKOjQ\",\"variantId\":\"PO25EJ8PSJ-lwdeB4TMv5g\",\"parameterName\":\"DDPTestimonials\",\"id\":32,\"version\":1,\"value\":\"top\",\"status\":\"RUNNING\"},{\"namespace\":\"GrowthPremium\",\"idForAllocation\":\"4741339272-1732691644497\",\"experimentId\":\"_1l9gKCcEey27W8Ze_5_JA\",\"variantId\":\"cz3gkDjpSH6ohTNf5tPOMQ\",\"parameterName\":\"showDegreeDeadline\",\"id\":33,\"version\":1,\"value\":true,\"status\":\"RUNNING\"},{\"namespace\":\"siteMisc\",\"idForAllocation\":\"4741339272-1732691644497\",\"experimentId\":\"Q9gB6LHaEe2RbwohxJoGhw\",\"variantId\":\"W2tex70ZS4qrXse9GduKvg\",\"parameterName\":\"graphqlGatewayQueryLinkOverride\",\"id\":34,\"version\":1,\"value\":{\"EnterpriseCourseProgramQuery\":\"gatewayWrapperGql\",\"MobileHeaderProgramQuery\":\"gatewayWrapperGql\",\"EnterprisePrivateSessionsQuery\":\"gatewayWrapperGql\",\"OpenCourseMembershipsV1Query\":\"gatewayWrapperGql\",\"CourseDataQuery\":\"gatewayWrapperGql\",\"AdminContractDetailsQuery\":\"gatewayWrapperGql\",\"TspCourseRecommendationsQueryLight\":\"gatewayWrapperGql\",\"TargetSkillProfileUserStatesQuery\":\"gatewayWrapperGql\",\"ProgramMembershipsByUserQuery\":\"gatewayWrapperGql\",\"SkillBasedRecommendationsQuery\":\"gatewayWrapperGql\",\"CollectionTableMetadataQuery\":\"gatewayWrapperGql\",\"getUnderlyingProductId\":\"gatewayWrapperGql\",\"TSPQuery\":\"gatewayWrapperGql\",\"UserProductTransaction\":\"gatewayWrapperGql\",\"CourseAutoenrollmentModalQuery\":\"gatewayWrapperGql\",\"CredentialTrackQuery\":\"gatewayWrapperGql\",\"CuratedCollectionDetailsQuery\":\"gatewayWrapperGql\",\"OrgLandingProgramMembershipsQuery\":\"gatewayWrapperGql\",\"SDPRichEntityQuery\":\"gatewayWrapperGql\",\"AuthoringTeamworkMetadataActivitySetActivitiesQuery\":\"gatewayWrapperGql\",\"AuthoringTeamworkMetadataActivitySetCandidateItemsQuery\":\"gatewayWrapperGql\",\"ProgramLevelRecommendationsQuery\":\"gatewayWrapperGql\",\"TeamEditViewQuery\":\"gatewayWrapperGql\",\"AuthoringTeamworkMetadataQuery\":\"gatewayWrapperGql\",\"ProgramDraftQuery\":\"gatewayWrapperGql\",\"MegaMenuQuery\":\"gatewayWrapperGql\",\"AuthoringTeamworkMetadataActivitySetQuery\":\"gatewayWrapperGql\",\"PublicPromotionInfoProductCollectionFinder\":\"gatewayWrapperGql\",\"CourseBuilderCourseRating\":\"gatewayWrapperGql\",\"ProgramsAndRostersByProgramsQuery\":\"gatewayWrapperGql\",\"GetAllProgramCurriculumContentsQuery\":\"gatewayWrapperGql\",\"GetAllContractsForOrgQuery\":\"gatewayWrapperGql\",\"S12nCoursesByIdQuery\":\"gatewayWrapperGql\",\"enterprisePaymentWalletQuery\":\"gatewayWrapperGql\",\"MegaMenuSkillDataQuery\":\"gatewayWrapperGql\",\"TSPCollectionListQuery\":\"gatewayWrapperGql\",\"ProductsOwnedById\":\"gatewayWrapperGql\",\"ProductQuery\":\"gatewayWrapperGql\",\"ProductItemDetails\":\"gatewayWrapperGql\",\"EnterpriseProgramSessionAssociationsQuery\":\"gatewayWrapperGql\",\"AuthoringTeamworkScopeIdByNonHighEngagementGroupQuery\":\"gatewayWrapperGql\",\"orgMembershipQuery\":\"gatewayWrapperGql\",\"UpdateAuthoringTeamworkMetadataActivitySetQuery\":\"gatewayWrapperGql\",\"PersonalizationSessionsV2AuthoringEligibilityCheckQuery\":\"gatewayWrapperGql\",\"HasProgramSummaryQuery\":\"gatewayWrapperGql\",\"StaffSessionsVgatewayWrapperGqlAuthoringEligibilityCheckQuery\":\"gatewayWrapperGql\",\"UnifiedEnterpriseOnDemandSpecialziationsMembershipsQuery\":\"gatewayWrapperGql\",\"getCourseBySlug\":\"gatewayWrapperGql\",\"EnterpriseTargetSkillProfileQuery\":\"gatewayWrapperGql\",\"GetAllProgramDraftStatusesQuery\":\"gatewayWrapperGql\",\"RelatedCoursesQuery\":\"gatewayWrapperGql\",\"TeamworkLearnerTeamsVgatewayWrapperGqlQuery\":\"gatewayWrapperGql\",\"FindByPromoCodeQuery\":\"gatewayWrapperGql\",\"S12nNamesByIds\":\"gatewayWrapperGql\",\"getCourseTotals\":\"gatewayWrapperGql\",\"PeerSessionsVgatewayWrapperGqlAuthoringEligibilityCheckQuery\":\"gatewayWrapperGql\",\"CurriculumSummariesDataLoaderQuery\":\"gatewayWrapperGql\",\"ProgramCurriculumDomainsQuery\":\"gatewayWrapperGql\",\"PaymentsProductSkuQuery\":\"gatewayWrapperGql\",\"MegaMenuDataQuery\":\"gatewayWrapperGql\",\"SgatewayWrapperGqlnMetadataForSgatewayWrapperGqlnRecommendations\":\"gatewayWrapperGql\",\"PurchaseCredentialTrackQuery\":\"gatewayWrapperGql\",\"VideoCoursesQuery\":\"gatewayWrapperGql\",\"ProgramShellContractQuery\":\"gatewayWrapperGql\",\"AllCourseRev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location\":\"4741339272-1732691644497\",\"experimentId\":\"byi9u4sgEe-NQwr_9eIcPw\",\"variantId\":\"u28LdkogTbevC3ZKIB238A\",\"parameterName\":\"productCardLeftVsRight\",\"id\":147,\"version\":1,\"value\":\"C\",\"status\":\"RUNNING\"},{\"namespace\":\"BlueJays\",\"idForAllocation\":\"4741339272-1732691644497\",\"experimentId\":\"6ePpEN3LEey2vr_CDQTCXg\",\"variantId\":\"9Cw1OsKrQ1W-uOR9FI5guA\",\"parameterName\":\"globalHelpButtonUrlExclusionsRegex\",\"id\":148,\"version\":1,\"value\":\"^/(?:programs|teach|admin|business|degrees|degree-description|internal|o/[a-zA-Z0-9-]+/admin|learn/[a-zA-Z0-9-]+/(?!lecture|supplement|videos|course-manager|graded|ungraded|wiseFlow|programming|quiz|exam|team|irt|peer|discussionPrompt|team|assignment-submission|placeholder))\",\"status\":\"RUNNING\"},{\"namespace\":\"DegreesDiscovery\",\"idForAllocation\":\"4741339272-1732691644497\",\"experimentId\":\"26y5xACzEe6tLg6_DDNBVQ\",\"variantId\":\"8LaLvyydTv22i78snd79Sw\",\"parameterName\":\"pgdipsMarketedAsDegrees\",\"id\":149,\"version\":1,\"value\":[\"statistics-data-analytics-pgdip-isi\",\"pgdm-spjimr\",\"pg-cert-public-health-imperial\",\"grad-cert-global-business-practice-macquarie\"],\"status\":\"RUNNING\"},{\"namespace\":\"AcademicIntegrity\",\"idForAllocation\":\"4741339272-1732691644497\",\"experimentId\":\"s627zlPZEe6YYwrfq_--AQ\",\"variantId\":\"rtxSN03wS1-cUjdN8DtfgA\",\"parameterName\":\"enableFileUploadPlagiarismDetection\",\"id\":150,\"version\":1,\"value\":true,\"status\":\"RUNNING\"}]}"; if (injectedString.search('EPIC_SITE_HOME_PLACEHOLDER') >= 0) { return {}; } var epicResponse = injectedString && injectedString !== undefined ? JSON.parse(injectedString) : {}; return epicResponse.elements || {}; })(); /* globals coursera */ /* eslint-disable quotes */ coursera.user = (function() { var userJson = "{}"; try { return JSON.parse(userJson); } catch (e) { return {}; } })(); /* globals coursera*/ // Defines a named AMD module containing the course ID coursera.courseId = (function() { return '{{ ONDEMAND_COURSE_ID_PLACEHOLDER }}'; })(); </script></body></html>