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--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-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); --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); } } :root { /* Deprecated intent-based tokens 1.0 retained for backward compatibility, mapped to use 3.0 Global Colors */ --cds-color-utility-warning: var(--cds-color-yellow-200); --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-tertiary-invert: #b0e5fb; --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-300); --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); } </style><style>.rc-GlobalFooter_copyright-row{display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center;width:50%}@media (max-width:767px){.rc-GlobalFooter_copyright-row{-webkit-box-orient:vertical;-moz-box-orient:vertical;-o-box-orient:vertical;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;width:auto}}.rc-GlobalFooter_copyright-row.lohp-rebrand{line-height:1.25rem;font-family:Source Sans Pro,Arial,sans-serif}.rc-GlobalFooter_copyright-row--margin-bottom{margin-bottom:20px}.rc-GlobalFooter_copyright-row--margin-top{margin-top:30px}.rc-GlobalFooter_copyright-row--no-list .rc-GlobalFooter_copyright_col{width:auto}.rc-GlobalFooter_copyright-row_text{color:inherit;font-size:.875rem}@media (max-width:767px){.rc-GlobalFooter_copyright-row_text{font-size:.75rem}}.rc-GlobalFooter_copyright_col{width:50%}@media (max-width:767px){.rc-GlobalFooter_copyright_col{width:auto}}.rc-GlobalFooter_copyright_list{margin:0;padding:0;list-style:none;display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center}@media (max-width:767px){.rc-GlobalFooter_copyright_list{margin-top:4px}}.rc-GlobalFooter_copyright_list_item{margin:0 10px}.rc-GlobalFooter_copyright_list_item:first-of-type{margin:0 10px 0 5px}@media (max-width:767px){.rc-GlobalFooter_copyright_list_item:first-of-type{margin:0 10px}}.rc-GlobalFooter_copyright_list_item_link:hover{color:inherit}.rc-GlobalFooter_column_header{font-family:OpenSans,Arial,sans-serif;font-size:1.5rem;font-weight:700;margin-bottom:20px}@media (max-width:767px){.rc-GlobalFooter_column_header{font-size:1rem;margin-bottom:15px}.rc-GlobalFooter_column_header .rc-GlobalFooter_column_header{margin-bottom:0}.rc-GlobalFooter_column_header--badges,.rc-GlobalFooter_column_header--social-media{margin-bottom:25px}}.rc-GlobalFooter_column_header.lohp-rebrand{font-family:Source Sans Pro,Arial,sans-serif;font-weight:600;font-size:1.25rem;line-height:1.75rem;letter-spacing:-.1px}.rc-GlobalFooter_column_list{margin:0;padding:0;list-style:none;content-visibility:auto;contain-intrinsic-size:1px 406px}.rc-GlobalFooter_column_list--bold{margin-top:20px}.rc-GlobalFooter_column_list--bold .rc-GlobalFooter_column_list_item{font-weight:700}.rc-GlobalFooter_column_list_item{font-size:1rem;line-height:1.75rem}@media (max-width:767px){.rc-GlobalFooter_column_list_item{font-size:.875rem;line-height:1.5rem}}.rc-GlobalFooter_column_list_item.lohp-rebrand{font-family:Source Sans Pro,Arial,sans-serif;font-size:.875rem;line-height:1.25rem}.rc-GlobalFooter_column_list_item_link,.rc-GlobalFooter_column_list_item_link:hover{color:inherit}.rc-GlobalFooter_coursera-logo{display:block;margin-bottom:20px}@media (max-width:767px){.rc-GlobalFooter_coursera-logo{margin-bottom:10px}}.rc-GlobalFooter_description{margin:0;line-height:1.5rem}.rc-GlobalFooter .rc-GlobalFooter_column .mobile-app-badges{margin-top:40px}@media (max-width:767px){.rc-GlobalFooter .rc-GlobalFooter_column .mobile-app-badges{margin-top:20px}}.rc-GlobalFooter .rc-GlobalFooter_column--no-description .mobile-app-badges{margin-top:25px}.rc-GlobalFooter .rc-GlobalFooter_column--no-description .mobile-app-badges--experiment-badges{margin-top:0}.rc-GlobalFooter .rc-GlobalFooter_column--no-description .mobile-app-badges--experiment-badges .mobile-badge:first-of-type{margin-bottom:1rem;display:inline-block}@media (max-width:767px){.rc-GlobalFooter .rc-GlobalFooter_column--no-description .mobile-app-badges{margin-top:20px}.rc-GlobalFooter_social-media.lohp-rebrand{display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-orient:vertical;-moz-box-orient:vertical;-o-box-orient:vertical;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center}.rc-GlobalFooter_social-media.lohp-rebrand .rc-GlobalFooter_social-media_link{margin-left:10px;margin-right:10px}}.rc-GlobalFooter_social-media--centered .rc-GlobalFooter_social-media_link{margin:0 10px}.rc-GlobalFooter_social-media--left-aligned .rc-GlobalFooter_social-media_link{margin-right:20px;margin-left:0}.rc-GlobalFooter_social-media_list{display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center;padding:0;margin:0;list-style:none}.rc-GlobalFooter_social-media_link{display:inline-block;margin-left:20px}.rc-GlobalFooter{border-top:1px solid #e4e4e4;padding-top:2.75rem;overflow:hidden}@media (max-width:767px){.rc-GlobalFooter{padding-top:2.5rem}}@media (min-width:768px){.rc-GlobalFooter.lohp-rebrand .bt3-container{max-width:85%}}@media (max-width:767px){.rc-GlobalFooter.lohp-rebrand .bt3-container{max-width:90%;padding-left:0;padding-right:0}}.rc-GlobalFooter_column-container{display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-align:start;-moz-box-align:start;-o-box-align:start;-ms-flex-align:start;-webkit-align-items:flex-start;align-items:flex-start;-webkit-box-pack:justify;-moz-box-pack:justify;-o-box-pack:justify;-ms-flex-pack:justify;-webkit-justify-content:space-between;justify-content:space-between;margin:0 -15px}@media (max-width:767px){.rc-GlobalFooter_column-container{margin:0}}.rc-GlobalFooter_column-container--sub-content-row{padding-top:15px;padding-bottom:50px;margin:0}.rc-GlobalFooter_column-container--border-top{border-top:1px solid #e4e4e4}.rc-GlobalFooter_column-container--align-items-center{-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center}.rc-GlobalFooter_column-container--column{-webkit-box-orient:vertical;-moz-box-orient:vertical;-o-box-orient:vertical;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column}.rc-GlobalFooter_column{width:100%;padding-bottom:2.75rem;padding-left:15px;padding-right:15px}@media (max-width:767px){.rc-GlobalFooter_column{width:100%;padding-bottom:2rem;padding-left:0;padding-right:0}.rc-GlobalFooter_column--mobile-column{width:50%}.rc-GlobalFooter_column--logo-column .rc-GlobalFooter_column_container{max-width:320px}.rc-GlobalFooter_column--left-aligned .rc-GlobalFooter_column_container{margin:0}}.rc-GlobalFooter_column_container{max-width:170px}.rc-GlobalFooter_column_container--logo-column{max-width:210px}.rc-GlobalFooter .mobile-app-badges,.rc-GlobalFooter .mobile-app-badges .mobile-badge{margin:0}.rc-GlobalFooter .mobile-app-badges .mobile-badge:first-of-type{margin-bottom:15px;display:inline-block}@media (max-width:767px){.rc-GlobalFooter .mobile-app-badges .mobile-badge:first-of-type{margin:0}}.rc-PageFooter.hide-top-border{border-top:none}.rc-PageFooter.modified-background{background-color:#f8f8f8}@media (max-width:824px){.rc-PageFooter.sticky-bar{margin-bottom:73px}}@media (max-width:602px){.rc-PageFooter.sticky-bar{margin-bottom:129px}}@media (max-width:767px){.rc-PaidMediaFooter .rc-GlobalFooter_column_container{margin:0 auto}.rc-PaidMediaFooter .rc-GlobalFooter_column_header{text-align:center}.rc-PaidMediaFooter .mobile-app-badges .mobile-badge:last-child{margin-right:0}.rc-PaidMediaFooter .b-corp-logo{margin:25px auto}}.rc-PaidMediaFooter .rc-GlobalFooter_copyright-row{width:100%;-webkit-box-pack:center;-moz-box-pack:center;-o-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center}@media (max-width:1023px){.rc-PaidMediaFooter.sticky-bar{margin-bottom:83px}}.rc-SubFooterSection{padding-left:20px;padding-right:20px}@media (max-width:608px){.rc-SubFooterSection{margin-bottom:1rem}}@media (min-width:768px){.rc-SubFooterSection.lohp-rebrand{margin-bottom:60px}}@media (max-width:767px){.rc-SubFooterSection.lohp-rebrand{margin-bottom:83px}}.rc-SubFooterSection__header-container{display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-pack:justify;-moz-box-pack:justify;-o-box-pack:justify;-ms-flex-pack:justify;-webkit-justify-content:space-between;justify-content:space-between;-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center;margin-bottom:.75rem}.rc-SubFooterSection__header{line-height:1.5rem;font-weight:700;font-size:15px;margin-bottom:.75rem;color:#1f1f1f;font-family:OpenSans}.rc-SubFooterSection__header.lohp-rebrand{line-height:1.75rem;letter-spacing:-.1px;font-size:20px;font-family:Source Sans Pro,Arial,sans-serif;font-weight:600}.rc-SubFooterSection__header--in-new-experiment{margin-bottom:0}.rc-SubFooterSection__content-column-links{list-style-type:none;padding:0;margin-right:1.125rem;content-visibility:auto;contain-intrinsic-size:1px 670px}.rc-SubFooterSection__content-column-link-item{padding:0;margin-bottom:.625rem;line-height:1.125rem;font-size:.875rem;font-family:OpenSans}.rc-SubFooterSection__content-column-link-item.lohp-rebrand{line-height:1.25rem;font-family:Source Sans Pro,Arial,sans-serif}@media (max-width:608px){.rc-SubFooterSection__content-column-link-item{margin-bottom:.4375rem}}.rc-SubFooterSection__content-column-link-text{color:#1f1f1f}.rc-SubFooterSection__content-column-link-text:hover{color:inherit}.rc-SeoGlobalFooter{background-color:#f8f8f8}.rc-SeoGlobalFooter.lohp-rebrand{background-color:#f5f5f5}@media (max-width:768px){.rc-SeoGlobalFooter.lohp-rebrand.stickyBar{margin-bottom:90px}}.rc-SeoGlobalFooter__content{padding-top:3.0625rem;padding-bottom:8px}@media (max-width:1040px){.rc-SeoGlobalFooter__content{padding-top:2rem}}@media (max-width:608px){.rc-SeoGlobalFooter__content{padding-top:2rem}}.rc-SeoGlobalFooter__content.lohp-rebrand{padding-top:80px}.rc-SeoGlobalFooter__content-heading{font-family:OpenSans;font-weight:700;font-size:1rem;margin-bottom:2rem;letter-spacing:-.78px;line-height:1.6875rem;color:#1f1f1f}@media (max-width:608px){.rc-SeoGlobalFooter__content-heading{margin-bottom:2rem}}.rc-SeoGlobalFooter__global-footer-exp-section{-webkit-box-pack:justify;-moz-box-pack:justify;-o-box-pack:justify;-ms-flex-pack:justify;-webkit-justify-content:space-between;justify-content:space-between}@media (min-width:768px){.rc-SeoGlobalFooter__global-footer-exp-section{margin-top:2rem;margin-bottom:2rem}}@media (max-width:767px){.rc-SeoGlobalFooter__mobile-badges-column{display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-pack:justify;-moz-box-pack:justify;-o-box-pack:justify;-ms-flex-pack:justify;-webkit-justify-content:space-between;justify-content:space-between;margin-bottom:1rem}}@media (max-width:991px){.rc-SeoGlobalFooter__mobile-badges-column.lohp-rebrand{margin-top:40px}}@media (max-width:767px){.rc-SeoGlobalFooter__mobile-badges-column.lohp-rebrand{margin-top:30px;-webkit-box-orient:vertical;-moz-box-orient:vertical;-o-box-orient:vertical;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column}}.rc-SeoGlobalFooter__mobile-badges-column-text{display:none}@media (max-width:767px){.rc-SeoGlobalFooter__mobile-badges-column-text{display:block;line-height:1.75rem;font-family:Source Sans 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max-width: 25%; flex-basis: 25%; } .cds-112 { flex-grow: 0; max-width: 33.333333%; flex-basis: 33.333333%; } .cds-113 { flex-grow: 0; max-width: 41.666667%; flex-basis: 41.666667%; } .cds-114 { flex-grow: 0; max-width: 50%; flex-basis: 50%; } .cds-115 { flex-grow: 0; max-width: 58.333333%; flex-basis: 58.333333%; } .cds-116 { flex-grow: 0; max-width: 66.666667%; flex-basis: 66.666667%; } .cds-117 { flex-grow: 0; max-width: 75%; flex-basis: 75%; } .cds-118 { flex-grow: 0; max-width: 83.333333%; flex-basis: 83.333333%; } .cds-119 { flex-grow: 0; max-width: 91.666667%; flex-basis: 91.666667%; } .cds-120 { flex-grow: 0; max-width: 100%; flex-basis: 100%; } } @media (min-width:1440px) { .cds-121 { flex-grow: 0; max-width: none; flex-basis: auto; } .cds-122 { flex-grow: 1; max-width: 100%; flex-basis: 0; } .cds-123 { flex-grow: 0; max-width: 8.333333%; flex-basis: 8.333333%; } .cds-124 { flex-grow: 0; max-width: 16.666667%; flex-basis: 16.666667%; } .cds-125 { flex-grow: 0; max-width: 25%; flex-basis: 25%; } .cds-126 { flex-grow: 0; max-width: 33.333333%; flex-basis: 33.333333%; } .cds-127 { flex-grow: 0; max-width: 41.666667%; flex-basis: 41.666667%; } .cds-128 { flex-grow: 0; max-width: 50%; flex-basis: 50%; } .cds-129 { flex-grow: 0; max-width: 58.333333%; flex-basis: 58.333333%; } .cds-130 { flex-grow: 0; max-width: 66.666667%; flex-basis: 66.666667%; } .cds-131 { flex-grow: 0; max-width: 75%; flex-basis: 75%; } .cds-132 { flex-grow: 0; max-width: 83.333333%; flex-basis: 83.333333%; } .cds-133 { flex-grow: 0; max-width: 91.666667%; flex-basis: 91.666667%; } .cds-134 { flex-grow: 0; max-width: 100%; flex-basis: 100%; } } @media (min-width:1920px) { .cds-135 { flex-grow: 0; max-width: none; flex-basis: auto; } .cds-136 { flex-grow: 1; max-width: 100%; flex-basis: 0; } .cds-137 { flex-grow: 0; max-width: 8.333333%; flex-basis: 8.333333%; } .cds-138 { flex-grow: 0; max-width: 16.666667%; flex-basis: 16.666667%; } .cds-139 { flex-grow: 0; max-width: 25%; flex-basis: 25%; } .cds-140 { flex-grow: 0; max-width: 33.333333%; flex-basis: 33.333333%; } .cds-141 { flex-grow: 0; max-width: 41.666667%; flex-basis: 41.666667%; } .cds-142 { flex-grow: 0; max-width: 50%; flex-basis: 50%; } .cds-143 { flex-grow: 0; max-width: 58.333333%; flex-basis: 58.333333%; } .cds-144 { flex-grow: 0; max-width: 66.666667%; flex-basis: 66.666667%; } .cds-145 { flex-grow: 0; max-width: 75%; flex-basis: 75%; } .cds-146 { flex-grow: 0; max-width: 83.333333%; flex-basis: 83.333333%; } .cds-147 { flex-grow: 0; max-width: 91.666667%; flex-basis: 91.666667%; } .cds-148 { flex-grow: 0; max-width: 100%; flex-basis: 100%; } } .cds-187 { height: 0; overflow: hidden; transition: height 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms; } .cds-188 { height: auto; overflow: visible; } .cds-189 { visibility: hidden; } .cds-190 { display: flex; } .cds-191 { 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-178 { top: 0; left: 0; right: 0; bottom: 0; display: flex; z-index: -1; position: fixed; align-items: center; justify-content: center; background-color: rgba(0, 0, 0, 0.5); -webkit-tap-highlight-color: transparent; } .cds-179 { background-color: transparent; } .cds-152 { z-index: 11000; pointer-events: none; } .cds-153 { pointer-events: auto; } .cds-154[x-placement*="bottom"] .cds-157 { top: 0; left: 0; margin-top: -0.71em; margin-left: 4px; margin-right: 4px; } .cds-154[x-placement*="top"] .cds-157 { left: 0; bottom: 0; margin-left: 4px; margin-right: 4px; margin-bottom: -0.71em; } .cds-154[x-placement*="right"] .cds-157 { left: 0; width: 0.71em; height: 1em; margin-top: 4px; margin-left: -0.71em; margin-bottom: 4px; } .cds-154[x-placement*="left"] .cds-157 { right: 0; width: 0.71em; height: 1em; margin-top: 4px; margin-right: -0.71em; margin-bottom: 4px; } .cds-154[x-placement*="left"] .cds-157::before { transform-origin: 0 0; } .cds-154[x-placement*="right"] .cds-157::before { transform-origin: 100% 100%; } .cds-154[x-placement*="top"] .cds-157::before { transform-origin: 100% 0; } .cds-154[x-placement*="bottom"] .cds-157::before { transform-origin: 0 100%; } .cds-155 { 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-156 { margin: 0; position: relative; } .cds-157 { color: rgba(97, 97, 97, 0.9); width: 1em; height: 0.71em; overflow: hidden; position: absolute; box-sizing: border-box; } .cds-157::before { width: 100%; height: 100%; margin: auto; content: ""; display: block; transform: rotate(45deg); background-color: currentColor; } .cds-158 { padding: 8px 16px; font-size: 0.875rem; line-height: 1.14286em; } .cds-159 { margin: 0 24px ; transform-origin: right center; } @media (min-width:600px) { .cds-159 { margin: 0 14px; } } .cds-160 { margin: 0 24px; transform-origin: left center; } @media (min-width:600px) { .cds-160 { margin: 0 14px; } } .cds-161 { margin: 24px 0; transform-origin: center bottom; } @media (min-width:600px) { .cds-161 { margin: 14px 0; } } .cds-162 { margin: 24px 0; transform-origin: center top; } @media (min-width:600px) { .cds-162 { margin: 14px 0; } } @media (min-width:0px) and (max-width:599.95px) { .cds-163 { display: none; } } @media (min-width:0px) { .cds-164 { display: none; } } @media (max-width:599.95px) { .cds-165 { display: none; } } @media (min-width:600px) and (max-width:1023.95px) { .cds-166 { display: none; } } @media (min-width:600px) { .cds-167 { display: none; } } @media (max-width:1023.95px) { .cds-168 { display: none; } } @media (min-width:1024px) and (max-width:1439.95px) { .cds-169 { display: none; } } @media (min-width:1024px) { .cds-170 { display: none; } } @media (max-width:1439.95px) { .cds-171 { display: none; } } @media (min-width:1440px) and (max-width:1919.95px) { .cds-172 { display: none; } } @media (min-width:1440px) { .cds-173 { display: none; } } @media (max-width:1919.95px) { .cds-174 { display: none; } } @media (min-width:1920px) { .cds-175 { display: none; } } @media (min-width:1920px) { .cds-176 { display: none; } } @media (min-width:0px) { .cds-177 { display: none; } } .cds-180 { border: none; height: 1px; margin: 0; flex-shrink: 0; background-color: rgba(0, 0, 0, 0.12); } .cds-181 { left: 0; width: 100%; bottom: 0; position: absolute; } .cds-182 { margin-left: 72px; } .cds-183 { background-color: rgba(0, 0, 0, 0.08); } .cds-185 { width: 1px; height: 100%; } 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4v75v4 m7ki0s 1wdokyz animation-k3zn0d">: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) 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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 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Customize your machine learning models through four hands-on courses! </p></div><div class="css-12wvpfc"><div class="css-guxf6x"><div class="css-guxf6x"><div class="css-1tv877x"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera-instructor-photos.s3.amazonaws.com/ca/3e85203c6111e993caa9aa102f7a26/lm.jpg?auto=format%2Ccompress&dpr=1&w=75&h=75&fit=crop" srcSet="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera-instructor-photos.s3.amazonaws.com/ca/3e85203c6111e993caa9aa102f7a26/lm.jpg?auto=format%2Ccompress&dpr=2&w=75&h=75&fit=crop 2x, https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera-instructor-photos.s3.amazonaws.com/ca/3e85203c6111e993caa9aa102f7a26/lm.jpg?auto=format%2Ccompress&dpr=3&w=75&h=75&fit=crop 3x" class="css-1hhx4js" style="max-width:75px;max-height:75px" alt="Laurence Moroney"/></div></div><div class="css-wdxrh4"><div class="css-guxf6x"><p class=" css-4s48ix"><span>Instructor: <a data-click-key="unified_description_page.consumer_specialization_page.click.hero_instructor" data-click-value="{"href":"/instructor/lmoroney","namespace":{"action":"click","app":"unified_description_page","component":"hero_instructor","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="hero_instructor" data-track-href="/instructor/lmoroney" href="/instructor/lmoroney" to="/instructor/lmoroney" class="cds-7 cds-1 cds-3 css-9gmd4r cds-30"><span class=" css-4s48ix">Laurence Moroney</span></a> </span></p></div><div class="css-o97br"></div></div></div></div><div class="css-y6ppwi"><div class="css-uexgjw"><div class="with-enroll-modal"><div class="css-1etbrex"><form action="/specializations/tensorflow-advanced-techniques" method="GET" class="css-1y2xaj9"><input type="hidden" name="action" value="enroll"/><button class="cds-149 cds-button-disableElevation cds-button-primary css-rovixp" tabindex="0" type="submit" data-e2e="enroll-button" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="enroll_button" aria-disabled="false"><span class="cds-button-label"><div><span data-test="enroll-button-label">Enroll for Free</span><div class="startdate rc-StartDateString font-xs" data-test="start-date-string"><span>Starts Nov 27</span></div></div></span></button></form><div class="css-1emtwm9"><div class="css-jqcnj3"><div class="subtitle-container" style="font-size:0.75rem;font-weight:bold;margin:4px 0;max-width:400px"><span><div class="rc-FinaidLink reset" data-e2e="finaid-link"><p class="caption-text"><button data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="finaid" data-testid="finaid-link" class="button-link finaid-link" type="button">Financial aid available</button></p></div></span></div></div></div></div></div></div></div><div class="css-1qi3xup"><p class=" css-4s48ix"><span><strong><span>34,532</span></strong> already enrolled</span></p></div></div></div></div></div><div class="css-bhg900"></div></div><div class="cds-45 css-xtzux6 cds-47 cds-grid-item" data-e2e="key-information"><div class="css-7bag3v"><div class="cds-170"><div class="css-dwgey1"><div><div class=" css-fk6qfz"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="kim_view_syllabus" class="css-0" role="presentation"><a class="cds-7 cds-1 cds-3 css-y0doir cds-30" href="#courses">4 course series</a></div></div><div class="css-fw9ih3">Get in-depth knowledge of a subject</div></div></div><div class="css-dwgey1"><div class="css-139h6xi"><div class="cds-7 cds-Typography-base css-h1jogs cds-9">4.8</div><div class="css-in7c14"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" id="cds-react-aria-9" class="css-19e2cig"><path d="M14.35 6.17a.81.81 0 00-.75-.35H10L8.78 2.06a.88.88 0 00-.43-.48.84.84 0 00-.64 0 .85.85 0 00-.51.52L6 5.82H2.36a.89.89 0 00-.6.23.82.82 0 00.06 1.25l3.09 2.37-1.19 3.76a.83.83 0 00.57 1 .819.819 0 00.71-.11L8 12l3 2.29a.78.78 0 00.52.19h.09a.88.88 0 00.56-.31.85.85 0 00.14-.78l-1.2-3.74 3.08-2.36a.83.83 0 00.16-1.12z" fill="currentColor"></path></svg></div></div><p class=" css-vac8rf">(1,456 reviews)</p></div><div class="css-dwgey1"><div><div class=" css-fk6qfz">Intermediate level</div><div class="css-75g58"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="recommended_experience_help" role="presentation"><div class="css-m7ki0s" id="cds-react-aria-10"><div class="cds-ContextualHelp-container"><div class="cds-ContextualHelp-label"><p class=" css-vac8rf">Recommended experience</p></div><button class="cds-149 cds-ContextualHelp-helpToggleButton css-1wk81cj" tabindex="0" type="button" aria-controls="cds-react-aria-10-helpContent" aria-label="Information about difficulty level pre-requisites." id="cds-react-aria-10-helpToggleButton"><svg aria-hidden="true" class="cds-ContextualHelpIcon-customHelpIcon css-1wdokyz" id="cds-react-aria-10-contextual-help-icon" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg"><g class="info-icon"><path class="i-background" d="M18.78,3.23A11,11,0,1,0,23,11,11,11,0,0,0,18.78,3.23Z"></path><rect class="i-top-serif" height="1.99" width="3.62" x="9.38" y="8.71"></rect><rect class="i-bottom-serif" height="1.99" width="5.25" x="9.38" y="16.59"></rect><rect class="i-neck" height="9.8" width="1.99" x="11.2" y="8.8"></rect><circle class="i-dot" cx="12" cy="5.46" r="1.33"></circle><rect class="x-crosspath" height="1.99" width="1.43" x="11.29" y="10.99"></rect></g></svg></button></div><div class="cds-ContextualHelp-helpContent" id="cds-react-aria-10-helpContent"><div role="presentation" dir="ltr" id="cds-react-aria-11" class="css-1gq8bzo" style="position:fixed;z-index:10000;right:0;bottom:0;top:0;left:0;visibility:hidden"><div class="cds-178 cds-Modal-backdrop" aria-hidden="true" style="opacity:0;visibility:hidden"></div><div tabindex="0" data-test="sentinelStart"></div><div class="cds-Modal-container" style="opacity:0;visibility:hidden"><div data-focus-lock-disabled="disabled"><div aria-modal="true" aria-describedby="dialog-content-b9211699-3f2f-429e-e338-8d9f8f52ca30" aria-labelledby="cds-react-aria-11-headingGroup" class="cds-Dialog-dialog" role="dialog"><div class="css-1lqbpgq"><button class="cds-149 cds-button-disableElevation cds-button-ghost css-1s96oj" tabindex="0" type="button"><span class="cds-button-label">Close<span class="cds-button-endIcon"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" id="cds-react-aria-12" 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></span></span></button></div><div data-testid="scroll-container" class="css-k0ld8m"><div id="cds-react-aria-11-headingGroup" class="css-1xq57z9"><h2 class=" css-tlf8h5">Recommended experience</h2><p class=" css-4s48ix">Intermediate level</p></div><div id="dialog-content-b9211699-3f2f-429e-e338-8d9f8f52ca30" class="css-11krhap"><div class="rc-CML unified-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><ul><li><p><span><span>Basic calculus, linear algebra, stats</span></span></p></li><li><p><span><span>Knowledge of AI, deep learning</span></span></p></li><li><p><span><span>Experience with Python, TF/Keras/PyTorch framework, decorator, context manager</span></span></p></li></ul></div></div></div><div class="css-1hllf5q"><button class="cds-149 cds-button-disableElevation cds-button-primary css-1aoqo4t" tabindex="0" type="button"><span class="cds-button-label">OK</span></button></div></div></div></div></div><div tabindex="0" data-test="sentinelEnd"></div></div></div></div></div></div></div></div><div class="css-dwgey1"><div><div class=" css-fk6qfz">2 months</div><div class="css-fw9ih3">at 10 hours a week</div></div></div><div class="css-dwgey1"><div><div class=" css-fk6qfz">Flexible schedule</div><div class="css-fw9ih3">Learn at your own pace</div></div><hr class="cds-180 css-147p8xl" aria-hidden="true"/></div></div><div class="css-2qp4i2 cds-168"><div class="css-6mrk5o"><div class="css-86zyin"><div><div class=" css-fk6qfz"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="kim_view_syllabus" class="css-0" role="presentation"><a class="cds-7 cds-1 cds-3 css-y0doir cds-30" href="#courses">4 course series</a></div></div><div class="css-fw9ih3">Get in-depth knowledge of a subject</div></div></div></div><div class="css-6mrk5o"><div class="css-86zyin"><div class="css-139h6xi"><div class="cds-7 cds-Typography-base css-h1jogs cds-9">4.8</div><div class="css-in7c14"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" id="cds-react-aria-13" class="css-19e2cig"><path d="M14.35 6.17a.81.81 0 00-.75-.35H10L8.78 2.06a.88.88 0 00-.43-.48.84.84 0 00-.64 0 .85.85 0 00-.51.52L6 5.82H2.36a.89.89 0 00-.6.23.82.82 0 00.06 1.25l3.09 2.37-1.19 3.76a.83.83 0 00.57 1 .819.819 0 00.71-.11L8 12l3 2.29a.78.78 0 00.52.19h.09a.88.88 0 00.56-.31.85.85 0 00.14-.78l-1.2-3.74 3.08-2.36a.83.83 0 00.16-1.12z" fill="currentColor"></path></svg></div></div><p class=" css-vac8rf">(1,456 reviews)</p></div></div><div class="css-6mrk5o"><div class="css-86zyin"><div><div class=" css-fk6qfz">Intermediate level</div><div class="css-75g58"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="recommended_experience_help" role="presentation"><div class="css-m7ki0s" id="cds-react-aria-14"><div class="cds-ContextualHelp-container"><div class="cds-ContextualHelp-label"><p class=" css-vac8rf">Recommended experience</p></div><button class="cds-149 cds-ContextualHelp-helpToggleButton css-1wk81cj" tabindex="0" type="button" aria-controls="cds-react-aria-14-helpContent" aria-label="Information about difficulty level pre-requisites." id="cds-react-aria-14-helpToggleButton"><svg aria-hidden="true" class="cds-ContextualHelpIcon-customHelpIcon css-1wdokyz" id="cds-react-aria-14-contextual-help-icon" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg"><g class="info-icon"><path class="i-background" d="M18.78,3.23A11,11,0,1,0,23,11,11,11,0,0,0,18.78,3.23Z"></path><rect class="i-top-serif" height="1.99" width="3.62" x="9.38" y="8.71"></rect><rect class="i-bottom-serif" height="1.99" width="5.25" x="9.38" y="16.59"></rect><rect class="i-neck" height="9.8" width="1.99" x="11.2" y="8.8"></rect><circle class="i-dot" cx="12" cy="5.46" r="1.33"></circle><rect class="x-crosspath" height="1.99" width="1.43" x="11.29" y="10.99"></rect></g></svg></button></div><div class="cds-ContextualHelp-helpContent" id="cds-react-aria-14-helpContent"><div role="presentation" dir="ltr" id="cds-react-aria-15" class="css-1gq8bzo" style="position:fixed;z-index:10000;right:0;bottom:0;top:0;left:0;visibility:hidden"><div class="cds-178 cds-Modal-backdrop" aria-hidden="true" style="opacity:0;visibility:hidden"></div><div tabindex="0" data-test="sentinelStart"></div><div class="cds-Modal-container" style="opacity:0;visibility:hidden"><div data-focus-lock-disabled="disabled"><div aria-modal="true" aria-describedby="dialog-content-8ca0500a-b35a-4940-a56f-05d3435f155b" aria-labelledby="cds-react-aria-15-headingGroup" class="cds-Dialog-dialog" role="dialog"><div class="css-1lqbpgq"><button class="cds-149 cds-button-disableElevation cds-button-ghost css-1s96oj" tabindex="0" type="button"><span class="cds-button-label">Close<span class="cds-button-endIcon"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" id="cds-react-aria-16" 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></span></span></button></div><div data-testid="scroll-container" class="css-k0ld8m"><div id="cds-react-aria-15-headingGroup" class="css-1xq57z9"><h2 class=" css-tlf8h5">Recommended experience</h2><p class=" css-4s48ix">Intermediate level</p></div><div id="dialog-content-8ca0500a-b35a-4940-a56f-05d3435f155b" class="css-11krhap"><div class="rc-CML unified-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><ul><li><p><span><span>Basic calculus, linear algebra, stats</span></span></p></li><li><p><span><span>Knowledge of AI, deep learning</span></span></p></li><li><p><span><span>Experience with Python, TF/Keras/PyTorch framework, decorator, context manager</span></span></p></li></ul></div></div></div><div class="css-1hllf5q"><button class="cds-149 cds-button-disableElevation cds-button-primary css-1aoqo4t" tabindex="0" type="button"><span class="cds-button-label">OK</span></button></div></div></div></div></div><div tabindex="0" data-test="sentinelEnd"></div></div></div></div></div></div></div></div></div><div class="css-6mrk5o"><div class="css-86zyin"><div><div class=" css-fk6qfz">2 months</div><div class="css-fw9ih3">at 10 hours a week</div></div></div></div><div class="css-6mrk5o"><div class="css-86zyin"><div><div class=" css-fk6qfz">Flexible schedule</div><div class="css-fw9ih3">Learn at your own pace</div></div></div></div></div></div></div><div class="cds-45 css-1ochsbp cds-47 cds-grid-item cds-92 cds-116"><div class="css-1q7xc2j"><div class="cds-168"><nav><ul class="css-7anh48"><li><a data-click-key="unified_description_page.consumer_specialization_page.click.nav_item_about" data-click-value="{"href":"#about","namespace":{"action":"click","app":"unified_description_page","component":"nav_item_about","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="nav_item_about" data-track-href="#about" href="#about" to="#about" class="css-1gc9wyn" aria-current="true">About</a></li><li><a data-click-key="unified_description_page.consumer_specialization_page.click.nav_item_outcomes" data-click-value="{"href":"#outcomes","namespace":{"action":"click","app":"unified_description_page","component":"nav_item_outcomes","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="nav_item_outcomes" data-track-href="#outcomes" href="#outcomes" to="#outcomes" class="css-sitz2l">Outcomes</a></li><li><a data-click-key="unified_description_page.consumer_specialization_page.click.nav_item_courses" data-click-value="{"href":"#courses","namespace":{"action":"click","app":"unified_description_page","component":"nav_item_courses","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="nav_item_courses" data-track-href="#courses" href="#courses" to="#courses" class="css-sitz2l">Courses</a></li><li><a data-click-key="unified_description_page.consumer_specialization_page.click.nav_item_testimonials" data-click-value="{"href":"#testimonials","namespace":{"action":"click","app":"unified_description_page","component":"nav_item_testimonials","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="nav_item_testimonials" data-track-href="#testimonials" href="#testimonials" to="#testimonials" class="css-sitz2l">Testimonials</a></li></ul></nav></div></div></div><div class="cds-45 css-xalpg1 cds-47 cds-grid-item cds-92 cds-116"><div id="about" class="css-qpssb7"><div><div class="css-1m3kxpf"><div class="css-5a2hyw"><h2 class="cds-7 cds-Typography-base css-h1jogs cds-9">What you'll learn</h2></div><div><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="what_you_will_learn_section" role="presentation"><ul class="cds-45 css-7avemv cds-46"><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100"><div class="css-88ryvb"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-4v75v4" id="cds-react-aria-17"><path fill-rule="evenodd" clip-rule="evenodd" d="M15.74 3.672L6.225 14.168.323 8.736l1.354-1.472 4.419 4.068 8.163-9.004 1.482 1.344z" fill="currentColor"></path></svg><div class="rc-CML unified-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>Understand the underlying basis of the Functional API and build exotic non-sequential model types, custom loss functions, and layers.</span></span></p><p><span><span></span></span></p></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100"><div class="css-88ryvb"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-4v75v4" id="cds-react-aria-18"><path fill-rule="evenodd" clip-rule="evenodd" d="M15.74 3.672L6.225 14.168.323 8.736l1.354-1.472 4.419 4.068 8.163-9.004 1.482 1.344z" fill="currentColor"></path></svg><div class="rc-CML unified-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>Learn optimization and how to use GradientTape & Autograph, optimize training in different environments with multiple processors and chip types.</span></span></p><p><span><span></span></span></p></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100"><div class="css-88ryvb"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-4v75v4" id="cds-react-aria-19"><path fill-rule="evenodd" clip-rule="evenodd" d="M15.74 3.672L6.225 14.168.323 8.736l1.354-1.472 4.419 4.068 8.163-9.004 1.482 1.344z" fill="currentColor"></path></svg><div class="rc-CML unified-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>Practice object detection, image segmentation, and visual interpretation of convolutions.</span></span></p><p><span><span></span></span></p></div></div></div></li><li class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-100"><div class="css-88ryvb"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-4v75v4" id="cds-react-aria-20"><path fill-rule="evenodd" clip-rule="evenodd" d="M15.74 3.672L6.225 14.168.323 8.736l1.354-1.472 4.419 4.068 8.163-9.004 1.482 1.344z" fill="currentColor"></path></svg><div class="rc-CML unified-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>Explore generative deep learning, and how AIs can create new content, from Style Transfer through Auto Encoding and VAEs to GANs.</span></span></p><p><span><span></span></span></p></div></div></div></li></ul></div></div></div><div class="css-1m3kxpf"><div class="css-5a2hyw"><h2 class=" css-fk6qfz">Skills you'll gain</h2></div><ul class="css-yk0mzy"><li class="css-0"><span class="css-1l1jvyr"><a data-click-key="unified_description_page.consumer_specialization_page.click.seo_skills_link_tag" data-click-value="{"href":"https://www.coursera.org/courses?query=model%20interpretability","namespace":{"action":"click","app":"unified_description_page","component":"seo_skills_link_tag","page":"consumer_specialization_page"},"schema_type":"FRONTEND","skill":"Model Interpretability"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="seo_skills_link_tag" data-track-href="https://www.coursera.org/courses?query=model%20interpretability" href="https://www.coursera.org/courses?query=model%20interpretability" to="https://www.coursera.org/courses?query=model%20interpretability" class="cds-7 cds-1 cds-3 css-1yjbkii cds-30">Model Interpretability</a></span></li><li class="css-0"><span class="css-1l1jvyr"><a data-click-key="unified_description_page.consumer_specialization_page.click.seo_skills_link_tag" data-click-value="{"href":"https://www.coursera.org/courses?query=object%20detection","namespace":{"action":"click","app":"unified_description_page","component":"seo_skills_link_tag","page":"consumer_specialization_page"},"schema_type":"FRONTEND","skill":"Object Detection"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="seo_skills_link_tag" data-track-href="https://www.coursera.org/courses?query=object%20detection" href="https://www.coursera.org/courses?query=object%20detection" to="https://www.coursera.org/courses?query=object%20detection" class="cds-7 cds-1 cds-3 css-1yjbkii cds-30">Object Detection</a></span></li><li class="css-0"><span class="css-1l1jvyr"><a data-click-key="unified_description_page.consumer_specialization_page.click.seo_skills_link_tag" data-click-value="{"href":"https://www.coursera.org/courses?query=custom%20and%20exotic%20models","namespace":{"action":"click","app":"unified_description_page","component":"seo_skills_link_tag","page":"consumer_specialization_page"},"schema_type":"FRONTEND","skill":"Custom and Exotic Models"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="seo_skills_link_tag" data-track-href="https://www.coursera.org/courses?query=custom%20and%20exotic%20models" href="https://www.coursera.org/courses?query=custom%20and%20exotic%20models" to="https://www.coursera.org/courses?query=custom%20and%20exotic%20models" class="cds-7 cds-1 cds-3 css-1yjbkii cds-30">Custom and Exotic Models</a></span></li><li class="css-0"><span class="css-1l1jvyr"><a data-click-key="unified_description_page.consumer_specialization_page.click.seo_skills_link_tag" data-click-value="{"href":"https://www.coursera.org/courses?query=generative%20machine%20learning","namespace":{"action":"click","app":"unified_description_page","component":"seo_skills_link_tag","page":"consumer_specialization_page"},"schema_type":"FRONTEND","skill":"Generative Machine Learning"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="seo_skills_link_tag" data-track-href="https://www.coursera.org/courses?query=generative%20machine%20learning" href="https://www.coursera.org/courses?query=generative%20machine%20learning" to="https://www.coursera.org/courses?query=generative%20machine%20learning" class="cds-7 cds-1 cds-3 css-1yjbkii cds-30">Generative Machine Learning</a></span></li><li class="css-0"><span class="css-1l1jvyr"><a data-click-key="unified_description_page.consumer_specialization_page.click.seo_skills_link_tag" data-click-value="{"href":"https://www.coursera.org/courses?query=custom%20training%20loops","namespace":{"action":"click","app":"unified_description_page","component":"seo_skills_link_tag","page":"consumer_specialization_page"},"schema_type":"FRONTEND","skill":"Custom Training Loops"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="seo_skills_link_tag" data-track-href="https://www.coursera.org/courses?query=custom%20training%20loops" href="https://www.coursera.org/courses?query=custom%20training%20loops" to="https://www.coursera.org/courses?query=custom%20training%20loops" class="cds-7 cds-1 cds-3 css-1yjbkii cds-30">Custom Training Loops</a></span></li></ul></div><div class="css-1m3kxpf"><div class="css-5a2hyw"><h2 class=" css-fk6qfz">Details to know</h2></div><div class="cds-45 css-k4zccu cds-46"><div class="cds-45 css-9271ok cds-47 cds-grid-item cds-92 cds-100 cds-112"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera_assets.s3.amazonaws.com/images/31ebcba3851b87d1d8609abf15d0ff7e.png?auto=format%2Ccompress&dpr=1&w=24&h=24" srcSet="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera_assets.s3.amazonaws.com/images/31ebcba3851b87d1d8609abf15d0ff7e.png?auto=format%2Ccompress&dpr=2&w=24&h=24 2x, https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera_assets.s3.amazonaws.com/images/31ebcba3851b87d1d8609abf15d0ff7e.png?auto=format%2Ccompress&dpr=3&w=24&h=24 3x" class="css-y821ir" style="max-width:24px;max-height:24px" alt=""/><div class="css-1qfxccv">Shareable certificate</div><p class=" css-vac8rf">Add to your LinkedIn profile</p></div><div class="cds-45 css-9271ok cds-47 cds-grid-item cds-92 cds-100 cds-112"><svg aria-hidden="true" fill="none" focusable="false" height="24" viewBox="0 0 24 24" width="24" class="css-ggns0z" id="cds-react-aria-21"><path d="M16.5 11a1.5 1.5 0 100-3 1.5 1.5 0 000 3zM7.5 11a1.5 1.5 0 100-3 1.5 1.5 0 000 3zM12 11a1.5 1.5 0 100-3 1.5 1.5 0 000 3z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M5.818 2.499a3.13 3.13 0 00-3.32 3.346l.002.017V20.53l-.003.029a.84.84 0 001.447.671l3.987-4.309H18.18a3.14 3.14 0 003.32-3.32V5.862l.001-.017a3.13 3.13 0 00-3.32-3.346l-.015.001H5.834l-.016-.001zm.047-.999A4.13 4.13 0 001.5 5.897v14.576a1.84 1.84 0 003.175 1.438l.002-.001 3.692-3.99h9.767a4.14 4.14 0 004.364-4.364V5.897A4.13 4.13 0 0018.135 1.5H5.865z" fill="currentColor"></path></svg><div class="css-drc7pp"><span>Taught in English</span></div><div class=" css-vac8rf"><button class="cds-149 cds-button-disableElevation cds-button-ghost css-amruj3" tabindex="0" type="button"><span class="cds-button-label"><span>22 languages 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data-click-value="{"href":"/business?utm_medium=coursera&utm_source=xdp&utm_campaign=website&utm_content=c4b-xdp-thin-card&utm_term=out","namespace":{"action":"click","app":"unified_description_page","component":"upsell_coursera_business","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="upsell_coursera_business" data-track-href="/business?utm_medium=coursera&utm_source=xdp&utm_campaign=website&utm_content=c4b-xdp-thin-card&utm_term=out" href="/business?utm_medium=coursera&utm_source=xdp&utm_campaign=website&utm_content=c4b-xdp-thin-card&utm_term=out" to="/business?utm_medium=coursera&utm_source=xdp&utm_campaign=website&utm_content=c4b-xdp-thin-card&utm_term=out" class="cds-7 cds-1 cds-3 css-1ibxsrf cds-30">Learn more about Coursera for Business</a></div></div><div class="cds-45 css-1majtw4 cds-47 cds-grid-item cds-92 cds-112"><div class="css-1aokm8x"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera_assets.s3.amazonaws.com/images/74c8747e8210831049cf88dd4eefe26c.png?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=320" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div></div></div></div></div></div></div></div></div></div><div><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="career_outcomes" role="presentation"><div id="outcomes" class="css-1cps6el"><div><div class="cds-37 css-1cxrrkn cds-38 cds-43"><div class="cds-45 css-1kspkkz cds-46"><div class="cds-45 css-0 cds-46 cds-47 cds-grid-item"><div class="cds-45 css-1uff99i cds-46 cds-47 cds-grid-item cds-65 cds-92"><div class="cds-45 css-2l7onx cds-47 cds-grid-item cds-92 cds-114"><h2 class="cds-7 cds-Typography-base css-bbd009 cds-9">Advance your subject-matter expertise</h2><ul class="css-q8or2b"><li>Learn in-demand skills from university and industry experts</li><li>Master a subject or tool with hands-on projects</li><li>Develop a deep understanding of key concepts</li><li>Earn a career certificate from DeepLearning.AI</li></ul></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-114 cds-127"><div><div class="css-1ayzl37"><div class="css-1fupugt"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera_assets.s3.amazonaws.com/images/f9981360ed304b477666954b42d5586f.png?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=562" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div></div></div></div></div></div></div></div></div></div></div><div><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="career_cert_module" role="presentation"><div class="css-1cps6el"><div><div class="cds-37 css-1cxrrkn cds-38 cds-43"><div class="cds-45 css-1kspkkz cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item cds-92"><div class="css-qwswsz"><div class="css-mc1uvo"><div class="css-h4rs9z"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera_assets.s3.amazonaws.com/images/de1a6556fbe605411e8c1c2ca4ba45f1.png?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=259" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div></div><div class="css-1sdlybt"><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-115"><div class="css-1o5q1ld"><h2 class="cds-7 css-3i3jpd cds-9">Earn a career certificate</h2><p class=" css-4s48ix">Add this credential to your LinkedIn profile, resume, or CV</p><p class=" css-4s48ix">Share it on social media and in your performance review</p></div></div><div class="cds-45 css-1k3d0x1 cds-47 cds-grid-item cds-92 cds-113"><div class="css-17emgr3"><div class="css-16jkw5e"></div></div><div class="css-19pqny"><div class="css-m7vdx0"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera_assets.s3.amazonaws.com/images/de1a6556fbe605411e8c1c2ca4ba45f1.png?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=333" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div></div></div></div></div></div></div></div></div></div></div><div id="courses" class="css-1cps6el"><div><div class="cds-37 css-1cxrrkn cds-38 cds-43"><div class="cds-45 css-1kspkkz cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-115 cds-130"><h2 class="cds-7 cds-Typography-base css-bbd009 cds-9"><span>Specialization - 4 course series</span><div class="css-1wwut41"></div></h2><div class="css-68xxf3"><div class="css-10jtpc0"><div class="rc-TogglableContent about-section collapsed"><div class="content" style="height:65px" aria-hidden="true"><div class="content-inner"><div><div class="rc-CML unified-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><h3><span><strong><span>About TensorFlow</span></strong></span></h3><p><span><span>TensorFlow is an end-to-end open-source platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries, and community resources that lets researchers push the state-of-the-art in ML, and developers easily build and deploy ML-powered applications. TensorFlow is commonly used for machine learning applications such as voice recognition and detection, Google Translate, image recognition, and natural language processing.</span></span></p><h3><span><strong><span>About this Specialization</span></strong></span></h3><p><span><span>Expand your knowledge of the Functional API and build exotic non-sequential model types. Learn how to optimize training in different environments with multiple processors and chip types and get introduced to advanced computer vision scenarios such as object detection, image segmentation, and interpreting convolutions. Explore generative deep learning including the ways AIs can create new content from Style Transfer to Auto Encoding, VAEs, and GANs.</span></span></p><h3><span><strong><span>About you</span></strong></span></h3><p><span><span>This Specialization is for software and machine learning engineers with a foundational understanding of TensorFlow who are looking to expand their knowledge and skill set by learning advanced TensorFlow features to build powerful models. </span></span></p><p><span><span></span></span></p><p><span><span>Looking for a place to start? Master foundational basics with the </span></span><span><a target="_blank" rel="noopener nofollow noreferrer" href="https://bit.ly/36vOHYD" class="css-o9h0g5" tabindex="0"><span><strong><span>DeepLearning.AI TensorFlow Developer Professional Certificate</span></strong></span><svg aria-labelledby="cds-react-aria-23-title" fill="none" focusable="false" height="16" role="img" viewBox="0 0 16 16" width="16" class="css-1fxlwhd" id="cds-react-aria-23"><title id="cds-react-aria-23-title">Opens in a new tab</title><path fill-rule="evenodd" clip-rule="evenodd" d="M1.5 3.5H6v1H2.5v9h9V10h1v4.5h-11v-11zM13.5 2.5H10v-1h4.5V6h-1V2.5z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M6.646 8.646l7-7 .708.708-7 7-.708-.708z" fill="currentColor"></path></svg></a></span><span><span>. </span></span></p><p><span><span>Ready to deploy your models to the world? Learn how to go live with the </span></span><span><a target="_blank" rel="noopener nofollow noreferrer" href="https://bit.ly/32HmX2i" class="css-o9h0g5" tabindex="0"><span><strong><span>TensorFlow: Data and Deployment Specialization</span></strong></span><svg aria-labelledby="cds-react-aria-24-title" fill="none" focusable="false" height="16" role="img" viewBox="0 0 16 16" width="16" class="css-1fxlwhd" id="cds-react-aria-24"><title id="cds-react-aria-24-title">Opens in a new tab</title><path fill-rule="evenodd" clip-rule="evenodd" d="M1.5 3.5H6v1H2.5v9h9V10h1v4.5h-11v-11zM13.5 2.5H10v-1h4.5V6h-1V2.5z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M6.646 8.646l7-7 .708.708-7 7-.708-.708z" fill="currentColor"></path></svg></a></span><span><span>.</span></span></p><p><span><span>Applied Learning Project</span></span></p><p><span><span>In this Specialization, you will gain practical knowledge of and hands-on training in advanced TensorFlow techniques such as style transfer, object detection, and generative machine learning.</span></span></p><p><span><strong><span>Course 1: </span></strong></span><span><span>Understand the underlying basis of the Functional API and build exotic non-sequential model types, custom loss functions, and layers. </span></span></p><p><span><strong><span>Course 2:</span></strong></span><span><span> Learn how optimization works and how to use GradientTape and Autograph. Optimize training in different environments with multiple processors and chip types.</span></span></p><p><span><strong><span>Course 3:</span></strong></span><span><span> Practice object detection, image segmentation, and visual interpretation of convolutions.</span></span></p><p><span><strong><span>Course 4: </span></strong></span><span><span>Explore generative deep learning and how AIs can create new content, from Style Transfer through Auto Encoding and VAEs to Generative Adversarial Networks.</span></span></p></div></div></div></div></div></div></div></div></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-115 cds-130"><div><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="syllabus" role="presentation"><div class="css-m9zcdt"><div class="css-fndret"><div class="" data-testid="accordion-item"><div class="css-1pi3g2x"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-25"><div class="css-3glzp7"><div class="css-2ja1qv"><div class="css-yllq6p"><div class="css-zwlk01"><h3 class="cds-7 css-1pxm1ir cds-9"><a data-click-key="unified_description_page.consumer_specialization_page.click.sdp_course_list_link" data-click-value="{"courseName":"Custom Models, Layers, and Loss Functions with TensorFlow","href":"/learn/custom-models-layers-loss-functions-with-tensorflow?specialization=tensorflow-advanced-techniques","namespace":{"action":"click","app":"unified_description_page","component":"sdp_course_list_link","page":"consumer_specialization_page"},"s12nSlug":"tensorflow-advanced-techniques","schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="sdp_course_list_link" data-track-href="/learn/custom-models-layers-loss-functions-with-tensorflow?specialization=tensorflow-advanced-techniques" href="/learn/custom-models-layers-loss-functions-with-tensorflow?specialization=tensorflow-advanced-techniques" to="/learn/custom-models-layers-loss-functions-with-tensorflow?specialization=tensorflow-advanced-techniques" class="cds-7 cds-1 cds-3 css-1jglcdr cds-30" aria-label="Course 1: Custom Models, Layers, and Loss Functions with TensorFlow" data-e2e="sdp-course-list-link">Custom Models, Layers, and Loss Functions with TensorFlow</a></h3><div class="css-3odziz"><span>Course 1</span><span aria-hidden="true" class="css-1oocsie">•</span><span><span>31 hours</span></span><span aria-hidden="true" class="css-1oocsie">•</span><span class="css-13ciukr"><span class="css-15ld0c5">4.9 <svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="css-1emwiuz" id="cds-react-aria-26"><path d="M18.33 7.65a1 1 0 00-.85-.39h-4.93l-1.67-5.12a1 1 0 00-.49-.55.94.94 0 00-.72 0 1 1 0 00-.58.59L7.4 7.26H2.47a1 1 0 00-1 .91 1 1 0 00.35.77l4.23 3.22-1.59 5.12a1 1 0 00.64 1.18 1 1 0 00.84-.16L10 15.16l4.06 3.13a.93.93 0 00.59.21h.1a.942.942 0 00.63-.35.91.91 0 00.16-.88l-1.63-5.11L18.11 9a.93.93 0 00.22-1.35z" fill="currentColor"></path></svg></span><span class="css-1f9ufav">(<span>1,058 ratings</span>)</span></span></div></div></div></div><button data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="syllabus_course_expand" class="cds-149 cds-button-disableElevation cds-button-ghost css-12xv2iu" tabindex="0" role="button" aria-expanded="false" aria-label="Course details for Custom Models, Layers, and Loss Functions with TensorFlow" type="button"><span class="cds-button-label"><span class="css-k26awr">Course details</span><span class="cds-button-endIcon"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-27" class="css-19e2cig"><path fill-rule="evenodd" clip-rule="evenodd" d="M10 14.293L1.354 5.646l-.708.708L10 15.707l9.354-9.353-.707-.708L10 14.293z" fill="currentColor"></path></svg></span></span></button></div><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-25-accordion-header" id="cds-react-aria-25-accordion-panel" role="region"><div class="css-yam6t"><div><div class="css-15ko5n9"><div class="css-5a2hyw"><h4 class=" css-6ecy9b">What you'll learn</h4></div><div class="css-10jtpc0"><div class="rc-TogglableContent about-section collapsed"><div class="content" style="height:65px" aria-hidden="true"><div class="content-inner"><p>In this course, you will:</p><p aria-hidden="true">• Compare Functional and Sequential APIs, discover new models you can build with the Functional API, and build a model that produces multiple outputs including a Siamese network. • Build custom loss functions (including the contrastive loss function used in a Siamese network) in order to measure how well a model is doing and help your neural network learn from training data. • Build off of existing standard layers to create custom layers for your models, customize a network layer with a lambda layer, understand the differences between them, learn what makes up a custom layer, and explore activation functions. • Build off of existing models to add custom functionality, learn how to define your own custom class instead of using the Functional or Sequential APIs, build models that can be inherited from the TensorFlow Model class, and build a residual network (ResNet) through defining a custom model class. The DeepLearning.AI TensorFlow: Advanced Techniques Specialization introduces the features of TensorFlow that provide learners with more control over their model architecture and tools that help them create and train advanced ML models. This Specialization is for early and mid-career software and machine learning engineers with a foundational understanding of TensorFlow who are looking to expand their knowledge and skill set by learning advanced TensorFlow features to build powerful models.</p></div></div></div></div></div><div class="css-15ko5n9"><div class="css-5a2hyw"><h4 class=" css-6ecy9b">Skills you'll gain</h4></div><div class="css-135c2uu"><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Functional API</div><span class=" css-o5tswl" aria-hidden="true">Functional API</span></span><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Custom and Exotic Models with Functional API</div><span class=" css-o5tswl" aria-hidden="true">Custom and Exotic Models with Functional API</span></span><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Custom Loss Functions</div><span class=" css-o5tswl" aria-hidden="true">Custom Loss Functions</span></span><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Custom Layers</div><span class=" css-o5tswl" aria-hidden="true">Custom Layers</span></span></div></div></div></div></div></div></div></div></div></div></div></div><div class="cds-AccordionGroup-itemSpacing" data-testid="accordion-item"><div class="css-1pe5kh6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-28"><div class="css-3glzp7"><div class="css-2ja1qv"><div class="css-yllq6p"><div class="css-zwlk01"><h3 class="cds-7 css-1pxm1ir cds-9"><a data-click-key="unified_description_page.consumer_specialization_page.click.sdp_course_list_link" data-click-value="{"courseName":"Custom and Distributed Training with TensorFlow","href":"/learn/custom-distributed-training-with-tensorflow?specialization=tensorflow-advanced-techniques","namespace":{"action":"click","app":"unified_description_page","component":"sdp_course_list_link","page":"consumer_specialization_page"},"s12nSlug":"tensorflow-advanced-techniques","schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="sdp_course_list_link" data-track-href="/learn/custom-distributed-training-with-tensorflow?specialization=tensorflow-advanced-techniques" href="/learn/custom-distributed-training-with-tensorflow?specialization=tensorflow-advanced-techniques" to="/learn/custom-distributed-training-with-tensorflow?specialization=tensorflow-advanced-techniques" class="cds-7 cds-1 cds-3 css-1jglcdr cds-30" aria-label="Course 2: Custom and Distributed Training with TensorFlow" data-e2e="sdp-course-list-link">Custom and Distributed Training with TensorFlow</a></h3><div class="css-3odziz"><span>Course 2</span><span aria-hidden="true" class="css-1oocsie">•</span><span><span>24 hours</span></span><span aria-hidden="true" class="css-1oocsie">•</span><span class="css-13ciukr"><span class="css-15ld0c5">4.8 <svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="css-1emwiuz" id="cds-react-aria-29"><path d="M18.33 7.65a1 1 0 00-.85-.39h-4.93l-1.67-5.12a1 1 0 00-.49-.55.94.94 0 00-.72 0 1 1 0 00-.58.59L7.4 7.26H2.47a1 1 0 00-1 .91 1 1 0 00.35.77l4.23 3.22-1.59 5.12a1 1 0 00.64 1.18 1 1 0 00.84-.16L10 15.16l4.06 3.13a.93.93 0 00.59.21h.1a.942.942 0 00.63-.35.91.91 0 00.16-.88l-1.63-5.11L18.11 9a.93.93 0 00.22-1.35z" fill="currentColor"></path></svg></span><span class="css-1f9ufav">(<span>416 ratings</span>)</span></span></div></div></div></div><button data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="syllabus_course_expand" class="cds-149 cds-button-disableElevation cds-button-ghost css-12xv2iu" tabindex="0" role="button" aria-expanded="false" aria-label="Course details for Custom and Distributed Training with TensorFlow" type="button"><span class="cds-button-label"><span class="css-k26awr">Course details</span><span class="cds-button-endIcon"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-30" class="css-19e2cig"><path fill-rule="evenodd" clip-rule="evenodd" d="M10 14.293L1.354 5.646l-.708.708L10 15.707l9.354-9.353-.707-.708L10 14.293z" fill="currentColor"></path></svg></span></span></button></div><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-28-accordion-header" id="cds-react-aria-28-accordion-panel" role="region"><div class="css-yam6t"><div><div class="css-15ko5n9"><div class="css-5a2hyw"><h4 class=" css-6ecy9b">What you'll learn</h4></div><div class="css-10jtpc0"><div class="rc-TogglableContent about-section collapsed"><div class="content" style="height:65px" aria-hidden="true"><div class="content-inner"><p>In this course, you will:</p><p aria-hidden="true">• Learn about Tensor objects, the fundamental building blocks of TensorFlow, understand the difference between the eager and graph modes in TensorFlow, and learn how to use a TensorFlow tool to calculate gradients. • Build your own custom training loops using GradientTape and TensorFlow Datasets to gain more flexibility and visibility with your model training. • Learn about the benefits of generating code that runs in graph mode, take a peek at what graph code looks like, and practice generating this more efficient code automatically with TensorFlow’s tools. • Harness the power of distributed training to process more data and train larger models, faster, get an overview of various distributed training strategies, and practice working with a strategy that trains on multiple GPU cores, and another that trains on multiple TPU cores. The DeepLearning.AI TensorFlow: Advanced Techniques Specialization introduces the features of TensorFlow that provide learners with more control over their model architecture and tools that help them create and train advanced ML models. This Specialization is for early and mid-career software and machine learning engineers with a foundational understanding of TensorFlow who are looking to expand their knowledge and skill set by learning advanced TensorFlow features to build powerful models.</p></div></div></div></div></div><div class="css-15ko5n9"><div class="css-5a2hyw"><h4 class=" css-6ecy9b">Skills you'll gain</h4></div><div class="css-135c2uu"><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Distribution Strategies</div><span class=" css-o5tswl" aria-hidden="true">Distribution Strategies</span></span><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: GradientTape for Optimization</div><span class=" css-o5tswl" aria-hidden="true">GradientTape for Optimization</span></span><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Custom Training Loops</div><span class=" css-o5tswl" aria-hidden="true">Custom Training Loops</span></span><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Basic Tensor Functionality</div><span class=" css-o5tswl" aria-hidden="true">Basic Tensor Functionality</span></span></div></div></div></div></div></div></div></div></div></div></div></div><div class="cds-AccordionGroup-itemSpacing" data-testid="accordion-item"><div class="css-1pe5kh6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-31"><div class="css-3glzp7"><div class="css-2ja1qv"><div class="css-yllq6p"><div class="css-zwlk01"><h3 class="cds-7 css-1pxm1ir cds-9"><a data-click-key="unified_description_page.consumer_specialization_page.click.sdp_course_list_link" data-click-value="{"courseName":"Advanced Computer Vision with TensorFlow","href":"/learn/advanced-computer-vision-with-tensorflow?specialization=tensorflow-advanced-techniques","namespace":{"action":"click","app":"unified_description_page","component":"sdp_course_list_link","page":"consumer_specialization_page"},"s12nSlug":"tensorflow-advanced-techniques","schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="sdp_course_list_link" data-track-href="/learn/advanced-computer-vision-with-tensorflow?specialization=tensorflow-advanced-techniques" href="/learn/advanced-computer-vision-with-tensorflow?specialization=tensorflow-advanced-techniques" to="/learn/advanced-computer-vision-with-tensorflow?specialization=tensorflow-advanced-techniques" class="cds-7 cds-1 cds-3 css-1jglcdr cds-30" aria-label="Course 3: Advanced Computer Vision with TensorFlow" data-e2e="sdp-course-list-link">Advanced Computer Vision with TensorFlow</a></h3><div class="css-3odziz"><span>Course 3</span><span aria-hidden="true" class="css-1oocsie">•</span><span><span>19 hours</span></span><span aria-hidden="true" class="css-1oocsie">•</span><span class="css-13ciukr"><span class="css-15ld0c5">4.8 <svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="css-1emwiuz" id="cds-react-aria-32"><path d="M18.33 7.65a1 1 0 00-.85-.39h-4.93l-1.67-5.12a1 1 0 00-.49-.55.94.94 0 00-.72 0 1 1 0 00-.58.59L7.4 7.26H2.47a1 1 0 00-1 .91 1 1 0 00.35.77l4.23 3.22-1.59 5.12a1 1 0 00.64 1.18 1 1 0 00.84-.16L10 15.16l4.06 3.13a.93.93 0 00.59.21h.1a.942.942 0 00.63-.35.91.91 0 00.16-.88l-1.63-5.11L18.11 9a.93.93 0 00.22-1.35z" fill="currentColor"></path></svg></span><span class="css-1f9ufav">(<span>503 ratings</span>)</span></span></div></div></div></div><button data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="syllabus_course_expand" class="cds-149 cds-button-disableElevation cds-button-ghost css-12xv2iu" tabindex="0" role="button" aria-expanded="false" aria-label="Course details for Advanced Computer Vision with TensorFlow" type="button"><span class="cds-button-label"><span class="css-k26awr">Course details</span><span class="cds-button-endIcon"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-33" class="css-19e2cig"><path fill-rule="evenodd" clip-rule="evenodd" d="M10 14.293L1.354 5.646l-.708.708L10 15.707l9.354-9.353-.707-.708L10 14.293z" fill="currentColor"></path></svg></span></span></button></div><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-31-accordion-header" id="cds-react-aria-31-accordion-panel" role="region"><div class="css-yam6t"><div><div class="css-15ko5n9"><div class="css-5a2hyw"><h4 class=" css-6ecy9b">What you'll learn</h4></div><div class="css-10jtpc0"><div class="rc-TogglableContent about-section collapsed"><div class="content" style="height:65px" aria-hidden="true"><div class="content-inner"><p>In this course, you will:</p><p aria-hidden="true">a) Explore image classification, image segmentation, object localization, and object detection. Apply transfer learning to object localization and detection. b) Apply object detection models such as regional-CNN and ResNet-50, customize existing models, and build your own models to detect, localize, and label your own rubber duck images. c) Implement image segmentation using variations of the fully convolutional network (FCN) including U-Net and d) Mask-RCNN to identify and detect numbers, pets, zombies, and more. d) Identify which parts of an image are being used by your model to make its predictions using class activation maps and saliency maps and apply these ML interpretation methods to inspect and improve the design of a famous network, AlexNet. The DeepLearning.AI TensorFlow: Advanced Techniques Specialization introduces the features of TensorFlow that provide learners with more control over their model architecture and tools that help them create and train advanced ML models. This Specialization is for early and mid-career software and machine learning engineers with a foundational understanding of TensorFlow who are looking to expand their knowledge and skill set by learning advanced TensorFlow features to build powerful models.</p></div></div></div></div></div><div class="css-15ko5n9"><div class="css-5a2hyw"><h4 class=" css-6ecy9b">Skills you'll gain</h4></div><div class="css-135c2uu"><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Salience</div><span class=" css-o5tswl" aria-hidden="true">Salience</span></span><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Image Segmentation</div><span class=" css-o5tswl" aria-hidden="true">Image Segmentation</span></span><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Model Interpretability</div><span class=" css-o5tswl" aria-hidden="true">Model Interpretability</span></span><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Class Activation Maps</div><span class=" css-o5tswl" aria-hidden="true">Class Activation Maps</span></span><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: TensorFlow Object Detection API</div><span class=" css-o5tswl" aria-hidden="true">TensorFlow Object Detection API</span></span></div></div></div></div></div></div></div></div></div></div></div></div><div class="cds-AccordionGroup-itemSpacing" data-testid="accordion-item"><div class="css-1pe5kh6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-34"><div class="css-3glzp7"><div class="css-2ja1qv"><div class="css-yllq6p"><div class="css-zwlk01"><h3 class="cds-7 css-1pxm1ir cds-9"><a data-click-key="unified_description_page.consumer_specialization_page.click.sdp_course_list_link" data-click-value="{"courseName":"Generative Deep Learning with TensorFlow","href":"/learn/generative-deep-learning-with-tensorflow?specialization=tensorflow-advanced-techniques","namespace":{"action":"click","app":"unified_description_page","component":"sdp_course_list_link","page":"consumer_specialization_page"},"s12nSlug":"tensorflow-advanced-techniques","schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="sdp_course_list_link" data-track-href="/learn/generative-deep-learning-with-tensorflow?specialization=tensorflow-advanced-techniques" href="/learn/generative-deep-learning-with-tensorflow?specialization=tensorflow-advanced-techniques" to="/learn/generative-deep-learning-with-tensorflow?specialization=tensorflow-advanced-techniques" class="cds-7 cds-1 cds-3 css-1jglcdr cds-30" aria-label="Course 4: Generative Deep Learning with TensorFlow" data-e2e="sdp-course-list-link">Generative Deep Learning with TensorFlow</a></h3><div class="css-3odziz"><span>Course 4</span><span aria-hidden="true" class="css-1oocsie">•</span><span><span>16 hours</span></span><span aria-hidden="true" class="css-1oocsie">•</span><span class="css-13ciukr"><span class="css-15ld0c5">4.9 <svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="css-1emwiuz" id="cds-react-aria-35"><path d="M18.33 7.65a1 1 0 00-.85-.39h-4.93l-1.67-5.12a1 1 0 00-.49-.55.94.94 0 00-.72 0 1 1 0 00-.58.59L7.4 7.26H2.47a1 1 0 00-1 .91 1 1 0 00.35.77l4.23 3.22-1.59 5.12a1 1 0 00.64 1.18 1 1 0 00.84-.16L10 15.16l4.06 3.13a.93.93 0 00.59.21h.1a.942.942 0 00.63-.35.91.91 0 00.16-.88l-1.63-5.11L18.11 9a.93.93 0 00.22-1.35z" fill="currentColor"></path></svg></span><span class="css-1f9ufav">(<span>285 ratings</span>)</span></span></div></div></div></div><button data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="syllabus_course_expand" class="cds-149 cds-button-disableElevation cds-button-ghost css-12xv2iu" tabindex="0" role="button" aria-expanded="false" aria-label="Course details for Generative Deep Learning with TensorFlow" type="button"><span class="cds-button-label"><span class="css-k26awr">Course details</span><span class="cds-button-endIcon"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-36" class="css-19e2cig"><path fill-rule="evenodd" clip-rule="evenodd" d="M10 14.293L1.354 5.646l-.708.708L10 15.707l9.354-9.353-.707-.708L10 14.293z" fill="currentColor"></path></svg></span></span></button></div><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-34-accordion-header" id="cds-react-aria-34-accordion-panel" role="region"><div class="css-yam6t"><div><div class="css-15ko5n9"><div class="css-5a2hyw"><h4 class=" css-6ecy9b">What you'll learn</h4></div><div class="css-10jtpc0"><div class="rc-TogglableContent about-section collapsed"><div class="content" style="height:65px" aria-hidden="true"><div class="content-inner"><p>In this course, you will: </p><p aria-hidden="true">a) Learn neural style transfer using transfer learning: extract the content of an image (eg. swan), and the style of a painting (eg. cubist or impressionist), and combine the content and style into a new image. b) Build simple AutoEncoders on the familiar MNIST dataset, and more complex deep and convolutional architectures on the Fashion MNIST dataset, understand the difference in results of the DNN and CNN AutoEncoder models, identify ways to de-noise noisy images, and build a CNN AutoEncoder using TensorFlow to output a clean image from a noisy one. c) Explore Variational AutoEncoders (VAEs) to generate entirely new data, and generate anime faces to compare them against reference images. d) Learn about GANs; their invention, properties, architecture, and how they vary from VAEs, understand the function of the generator and the discriminator within the model, the concept of 2 training phases and the role of introduced noise, and build your own GAN that can generate faces. The DeepLearning.AI TensorFlow: Advanced Techniques Specialization introduces the features of TensorFlow that provide learners with more control over their model architecture, and gives them the tools to create and train advanced ML models. This Specialization is for early and mid-career software and machine learning engineers with a foundational understanding of TensorFlow who are looking to expand their knowledge and skill set by learning advanced TensorFlow features to build powerful models.</p></div></div></div></div></div><div class="css-15ko5n9"><div class="css-5a2hyw"><h4 class=" css-6ecy9b">Skills you'll gain</h4></div><div class="css-135c2uu"><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Variational AutoEncoders</div><span class=" css-o5tswl" aria-hidden="true">Variational AutoEncoders</span></span><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Auto Encoders</div><span class=" css-o5tswl" aria-hidden="true">Auto Encoders</span></span><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Generative Adversarial Networks</div><span class=" css-o5tswl" aria-hidden="true">Generative Adversarial Networks</span></span><span class="cds-tag-category cds-tag-primary cds-tag-default css-o4odzz" data-testid="tag-root"><div data-testid="visually-hidden" class="css-1whdyhf">Category: Neural Style Transfer</div><span class=" css-o5tswl" aria-hidden="true">Neural Style Transfer</span></span></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-113 cds-126"><div class="css-pas860"><div class="css-132y21x"><div class="css-xs8kz1"><h3 class="cds-7 cds-Typography-base css-h1jogs cds-9"><span>Instructor</span></h3></div><div class="css-1f454bp"><div class="css-1oiads2"><div class="css-1f95hav"><img 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fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-41" class="css-0"><path fill-rule="evenodd" clip-rule="evenodd" d="M16.793 9.5L9.646 2.354l.708-.708L18.707 10l-8.353 8.354-.708-.707 7.147-7.147H2v-1h14.793z" fill="currentColor"></path></svg></span></a></div></div></div></div></div></div></div></div></div><div class="css-1cps6el"><div><div data-testid="" id="" class="css-box8pc"></div><div class="css-1lzurvc"><div class="cds-37 css-1l2e5pk cds-38 cds-43" data-testid="block_layout"><div class="cds-45 css-1kspkkz cds-46 cds-55 cds-63"><div class="cds-45 css-1qech6y cds-47 cds-grid-item cds-92"><div class="cds-45 css-osw4ea cds-46"><div class="cds-45 css-y8w9av cds-47 cds-grid-item cds-92"><h2 class="cds-7 cds-Typography-base css-bbd009 cds-9">Frequently asked questions</h2></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-116"><div class="css-13lf5kh"><div class="css-al6vf6"><div class="" data-testid="accordion-item"><div id="cds-react-aria-42" class="css-14b3dfn"><div data-testid="visually-hidden" aria-live="polite" id="cds-react-aria-42-expanded-descriptor" tabindex="-1" class="css-1whdyhf"></div><div aria-label="Collapsed" class="cds-ShowMoreList-listContainer" id="cds-react-aria-42-listContainer" role="list"><div aria-posinset="1" aria-setsize="20" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-43"><h3 aria-controls="cds-react-aria-43-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-43-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-44"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">What is TensorFlow?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-43-accordion-header" id="cds-react-aria-43-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>TensorFlow is an end-to-end opensource platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries, and community resources that lets researchers push the state-of-the-art in ML, and developers easily build and deploy ML-powered applications. </span></span></p><p><span><span></span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-posinset="2" aria-setsize="20" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-45"><h3 aria-controls="cds-react-aria-45-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-45-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-46"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">What are the applications of TensorFlow?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-45-accordion-header" id="cds-react-aria-45-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>TensorFlow is commonly used for machine learning applications such as voice recognition and detection, Google Translate, image recognition, and natural language processing.</span></span></p><p><span><span></span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-posinset="3" aria-setsize="20" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-47"><h3 aria-controls="cds-react-aria-47-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-47-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-48"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">Why is TensorFlow important?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-47-accordion-header" id="cds-react-aria-47-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>TensorFlow is one of the most commonly used open-source libraries used for building and deploying ML models. </span></span></p><p><span><span></span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="cds-187 cds-ShowMoreList-collapseContainer cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-hidden="true" aria-posinset="4" aria-setsize="20" class="cds-ShowMoreList-firstExpandedItem" role="listitem" tabindex="-1"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-49"><h3 aria-controls="cds-react-aria-49-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-49-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-50"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">What is the TensorFlow specialization about?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-49-accordion-header" id="cds-react-aria-49-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>The DeepLearning.AI TensorFlow: Advanced Techniques Specialization introduces the features of TensorFlow that provide learners with more control over their model architecture and tools that help them create and train advanced ML models. </span></span></p><p><span><span>In this Specialization, you will expand your knowledge of the Functional API and build exotic non-sequential model types. You will learn how to optimize training in different environments with multiple processors and chip types and get introduced to advanced computer vision scenarios such as object detection, image segmentation, and interpreting convolutions. You will also explore generative deep learning including the ways AIs can create new content from Style Transfer to Auto Encoding, VAEs, and GANs. </span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-hidden="true" aria-posinset="5" aria-setsize="20" class="" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-51"><h3 aria-controls="cds-react-aria-51-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-51-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-52"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">I’ve already completed the DeepLearning.AI TensorFlow Developer Professional Certificate. What else will I learn in this Specialization?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-51-accordion-header" id="cds-react-aria-51-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>The </span></span><span><a target="_blank" rel="noopener nofollow noreferrer" href="https://bit.ly/3l0TQ0L" class="css-o9h0g5" tabindex="0"><span><u><span>DeepLearning.AI TensorFlow Developer Professional Certificate</span></u></span><svg aria-labelledby="cds-react-aria-53-title" fill="none" focusable="false" height="16" role="img" viewBox="0 0 16 16" width="16" class="css-1fxlwhd" id="cds-react-aria-53"><title id="cds-react-aria-53-title">Opens in a new tab</title><path fill-rule="evenodd" clip-rule="evenodd" d="M1.5 3.5H6v1H2.5v9h9V10h1v4.5h-11v-11zM13.5 2.5H10v-1h4.5V6h-1V2.5z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M6.646 8.646l7-7 .708.708-7 7-.708-.708z" fill="currentColor"></path></svg></a></span><span><span> equips you with the foundational knowledge to create entry-level TensorFlow models using the Sequential API and prepares you for the Google TensorFlow Developer Certificate exam. </span></span></p><p><span><span>In this new TensorFlow Specialization, you will expand your skill set and take your understanding of TensorFlow techniques to the next level. You will learn how to use the Functional API for custom training, custom layers, and custom models. You will be equipped to master TensorFlow in order to build powerful applications for complex scenarios. </span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-hidden="true" aria-posinset="6" aria-setsize="20" class="" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-54"><h3 aria-controls="cds-react-aria-54-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-54-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-55"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">What will I learn in this Specialization?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-54-accordion-header" id="cds-react-aria-54-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><strong><span>Specialization: </span></strong></span><span><span>Gain practical knowledge of and hands-on training in advanced TensorFlow techniques such as style transfer (paint one picture in the style of another), object detection (detect where an object is in a picture), and generative machine learning (generating new images from scratch).</span></span></p><p><span><strong><span>Course 1:</span></strong></span><span><span> Understand the underlying basis of the Functional API and build exotic non-sequential model types, custom loss functions, and layers. </span></span></p><p><span><strong><span>Course 2:</span></strong></span><span><span> Learn how optimization works and how to use GradientTape and Autograph. Optimize training in different environments with multiple processors and chip types.</span></span></p><p><span><strong><span>Course 3:</span></strong></span><span><span> Practice object detection, image segmentation, and visual interpretation of convolutions.</span></span></p><p><span><strong><span>Course 4:</span></strong></span><span><span> Explore generative deep learning and how AIs can create new content, from Style Transfer through Auto Encoding and VAEs to Generative Adversarial Networks.</span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-hidden="true" aria-posinset="7" aria-setsize="20" class="" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-56"><h3 aria-controls="cds-react-aria-56-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-56-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-57"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">Who is the TensorFlow Specialization for?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-56-accordion-header" id="cds-react-aria-56-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>The TensorFlow: Advanced Techniques Specialization provides an accessible pathway for early and mid-career software and machine learning engineers with a foundational knowledge of TensorFlow looking to master TensorFlow by teaching them how to use advanced features in order to expand their skill set and build powerful models. </span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-hidden="true" aria-posinset="8" aria-setsize="20" class="" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-58"><h3 aria-controls="cds-react-aria-58-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-58-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-59"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">What background knowledge is necessary?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-58-accordion-header" id="cds-react-aria-58-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>Learners should have a working knowledge of AI and deep learning. They should have intermediate Python skills (understanding of decorators and context managers is preferred) as well as some experience with any deep learning framework (TensorFlow, Keras, or PyTorch). Learners should be proficient in basic calculus, linear algebra, and statistics.</span></span></p><p><span><span>We highly recommend that you complete the </span></span><span><a target="_blank" rel="noopener nofollow noreferrer" href="https://bit.ly/34Y72ht" class="css-o9h0g5" tabindex="0"><span><u><span>Deep Learning Specialization</span></u></span><svg aria-labelledby="cds-react-aria-60-title" fill="none" focusable="false" height="16" role="img" viewBox="0 0 16 16" width="16" class="css-1fxlwhd" id="cds-react-aria-60"><title id="cds-react-aria-60-title">Opens in a new tab</title><path fill-rule="evenodd" clip-rule="evenodd" d="M1.5 3.5H6v1H2.5v9h9V10h1v4.5h-11v-11zM13.5 2.5H10v-1h4.5V6h-1V2.5z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M6.646 8.646l7-7 .708.708-7 7-.708-.708z" fill="currentColor"></path></svg></a></span><span><span> prior to starting this Specialization. </span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-hidden="true" aria-posinset="9" aria-setsize="20" class="" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-61"><h3 aria-controls="cds-react-aria-61-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-61-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-62"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">What will I be able to do upon completing the Specialization?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-61-accordion-header" id="cds-react-aria-61-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>After completing this Specialization, you will gain practical knowledge and hands-on training in advanced TensorFlow techniques such as style transfer, object detection, and generative machine learning.</span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-hidden="true" aria-posinset="10" aria-setsize="20" class="" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-63"><h3 aria-controls="cds-react-aria-63-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-63-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-64"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">Who created the TensorFlow Specialization?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-63-accordion-header" id="cds-react-aria-63-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>This Specialization was created by Laurence Moroney. </span></span></p><p><span><span>Laurence leads AI Advocacy at Google, with a vision to make AI easy for developers and to widen access to ML careers for everyone. He’s written dozens of programming books, the most recent being ‘AI and ML for Coders’ at O’Reilly. Laurence believes that MOOCs are one of the greatest ways to learn, and is excited to create TensorFlow Specializations with DeepLearning.AI on Coursera. </span></span></p><p><span><span>When not working with technology, he’s an active member of the Science Fiction Writers of America and has authored several sci-fi novels and comics books and a produced screenplay. Laurence is based in Washington state, where he drinks way too much coffee. </span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-hidden="true" aria-posinset="11" aria-setsize="20" class="" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-65"><h3 aria-controls="cds-react-aria-65-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-65-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-66"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">Is this a standalone course or a Specialization?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-65-accordion-header" id="cds-react-aria-65-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>This is a Specialization made up of 4 courses. </span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-hidden="true" aria-posinset="12" aria-setsize="20" class="" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-67"><h3 aria-controls="cds-react-aria-67-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-67-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-68"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">Do I need to take the courses in a specific order?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-67-accordion-header" id="cds-react-aria-67-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>We recommend taking the courses in the prescribed order for a logical and thorough learning experience. </span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-hidden="true" aria-posinset="13" aria-setsize="20" class="" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-69"><h3 aria-controls="cds-react-aria-69-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-69-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-70"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">Can I audit this Specialization?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-69-accordion-header" id="cds-react-aria-69-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>You can audit the courses in the Specialization for free. You will not receive a certificate at the end if you choose to audit it for free instead of purchasing it.</span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-hidden="true" aria-posinset="14" aria-setsize="20" class="" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-71"><h3 aria-controls="cds-react-aria-71-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-71-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-72"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">How long does it take to complete the Specialization?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-71-accordion-header" id="cds-react-aria-71-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>This Specialization consists of four courses. At the rate of 5 hours a week, it typically takes 3-4 weeks to complete each course.</span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-hidden="true" aria-posinset="15" aria-setsize="20" class="" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-73"><h3 aria-controls="cds-react-aria-73-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-73-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-74"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">Will I earn university credit for completing the Specialization?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-73-accordion-header" id="cds-react-aria-73-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>No</span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-hidden="true" aria-posinset="16" aria-setsize="20" class="" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-75"><h3 aria-controls="cds-react-aria-75-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-75-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-76"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">Is this course really 100% online? Do I need to attend any classes in person?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-75-accordion-header" id="cds-react-aria-75-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>This course is completely online, so there’s no need to show up to a classroom in person. You can access your lectures, readings and assignments anytime and anywhere via the web or your mobile device.</span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div><div aria-hidden="true" aria-posinset="17" aria-setsize="20" class="" role="listitem"><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_accordion" class="css-d101lu" role="presentation"><div class="css-fgk7n6"><div class="cds-AccordionRoot-focusContainer"><div class="cds-AccordionRoot-container cds-AccordionRoot-silent" id="cds-react-aria-77"><h3 aria-controls="cds-react-aria-77-accordion-panel" class="css-2i5uql"><button class="cds-149 cds-AccordionHeader-button css-1wk81cj" tabindex="0" type="button" aria-expanded="false" id="cds-react-aria-77-accordion-header"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" class="cds-AccordionHeader-chevron css-0" id="cds-react-aria-78"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.293 10L5.646 1.354l.708-.708L15.707 10l-9.353 9.354-.708-.707L14.293 10z" fill="currentColor"></path></svg><div class="cds-AccordionHeader-content"><div class="cds-AccordionHeader-labelGroup"><span class=" css-6ecy9b">What is the refund policy?</span></div></div></button></h3><div class="cds-187 cds-189" style="min-height:0px"><div class="cds-190"><div class="cds-191"><div aria-labelledby="cds-react-aria-77-accordion-header" id="cds-react-aria-77-accordion-panel" role="region"><div class="css-gvhm8"><div class="css-i3hxxx"><div class="rc-CML" dir="auto"><div data-testid="cml-viewer" class="css-1474zrz"><p><span><span>If you subscribed, you get a 7-day free trial during which you can cancel at no penalty. 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In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. 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If you only want to read and view the course content, you can audit the course for free. If you cannot afford the fee, </span></span><span><a target="_blank" rel="noopener nofollow noreferrer" href="https://learner.coursera.help/hc/en-us/articles/209819033-Apply-for-Financial-Aid" class="css-o9h0g5" tabindex="0"><span><span>you can apply for financial aid</span></span><svg aria-labelledby="cds-react-aria-86-title" fill="none" focusable="false" height="16" role="img" viewBox="0 0 16 16" width="16" class="css-1fxlwhd" id="cds-react-aria-86"><title id="cds-react-aria-86-title">Opens in a new tab</title><path fill-rule="evenodd" clip-rule="evenodd" d="M1.5 3.5H6v1H2.5v9h9V10h1v4.5h-11v-11zM13.5 2.5H10v-1h4.5V6h-1V2.5z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M6.646 8.646l7-7 .708.708-7 7-.708-.708z" fill="currentColor"></path></svg></a></span><span><span>.</span></span></p></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div><button class="cds-149 cds-ShowMoreList-ctaButton cds-button-disableElevation cds-button-ghost css-1s96oj" tabindex="0" type="button" aria-controls="cds-react-aria-42-listContainer" aria-expanded="false" aria-label="20 frequently asked questions"><span class="cds-button-label"><span class="cds-button-startIcon"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="cds-ShowMoreList-ctaIcon css-0" id="cds-react-aria-87"><path fill-rule="evenodd" clip-rule="evenodd" d="M11.293 8L4.646 1.354l.708-.708L12.707 8l-7.353 7.354-.708-.707L11.293 8z" fill="currentColor"></path></svg></span>Show all 20 frequently asked questions</span></button></div></div></div></div></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-92 cds-112"><div class="css-3eeqip"><div class="css-juy9sj"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-88" class="css-0"><g clip-path="url(#cds-react-aria-88_0)" fill="currentColor"><path fill-rule="evenodd" clip-rule="evenodd" d="M10 1.5a8.5 8.5 0 100 17 8.5 8.5 0 000-17zM.5 10a9.5 9.5 0 1119 0 9.5 9.5 0 01-19 0z"></path><path d="M10 15.78a.87.87 0 100-1.74.87.87 0 000 1.74zM10 4.38a3.26 3.26 0 00-3.32 3.19v.22h1v-.22a2.32 2.32 0 014.64 0 2.162 2.162 0 01-.68 1.58l-1.08 1a3.08 3.08 0 00-1 2.26v.22h1v-.22a2.16 2.16 0 01.68-1.57l1.08-1a3.1 3.1 0 001-2.26A3.26 3.26 0 0010 4.38z"></path></g><defs><clipPath id="cds-react-aria-88_0"><path fill="#fff" d="M0 0h20v20H0z"></path></clipPath></defs></svg><div class="css-1dkarxs"><div class="css-w1uga4"><h3 class="cds-7 cds-Typography-base css-h1jogs cds-9">More questions</h3></div><div data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="faq_help_center_link" class="css-b0z14z" role="presentation"><a class="cds-7 cds-1 cds-3 css-1ibxsrf cds-30" href="https://learner.coursera.help/hc/" target="_blank">Visit the learner help center</a></div></div></div></div></div></div></div></div></div></div></div></div><div data-e2e="mobile-cta-module" class="css-10wbtda"><div class="with-enroll-modal"><div class="css-1etbrex"><form action="/specializations/tensorflow-advanced-techniques" method="GET" class="css-1y2xaj9"><input type="hidden" name="action" value="enroll"/><button class="cds-149 cds-button-disableElevation cds-button-primary css-1ma56ty" tabindex="0" type="submit" data-e2e="enroll-button" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="enroll_button" aria-disabled="false"><span class="cds-button-label"><div><span data-test="enroll-button-label">Enroll for Free</span><div class="startdate rc-StartDateString font-xs" data-test="start-date-string"><span>Starts Nov 27</span></div></div></span></button></form></div></div></div><div class="rc-S12nXDPSchemaMarkup"><div> <script type="application/ld+json"> {"@context":"http://schema.org","@graph":[{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"item":{"name":"Browse","@id":"https://www.coursera.org/browse"}},{"@type":"ListItem","position":2,"item":{"name":"Data Science","@id":"https://www.coursera.org/browse/data-science"}},{"@type":"ListItem","position":3,"item":{"name":"Machine Learning","@id":"https://www.coursera.org/browse/data-science/machine-learning#specialization"}}]},{"@id":"https://www.coursera.org/specializations/tensorflow-advanced-techniques#specialization","@type":"Course","name":"TensorFlow: Advanced Techniques","url":"https://www.coursera.org/specializations/tensorflow-advanced-techniques","About":{"@type":"Thing","name":["Model Interpretability","Object Detection","Custom and Exotic Models","Generative Machine Learning","Custom Training Loops"],"subjectOf":"TensorFlow: Advanced Techniques"},"description":"Offered by DeepLearning.AI. 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to="https://www.coursera.org/specializations/generative-ai-for-everyone" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~2ac77861fab595da234b92533e73bff8">IBM Generative AI Fundamentals Specialization</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/learn/introduction-to-ai","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/learn/introduction-to-ai" href="https://www.coursera.org/learn/introduction-to-ai" to="https://www.coursera.org/learn/introduction-to-ai" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~1b563a9271205ddae516701055da3cac">IBM Introduction to Artificial Intelligence (AI)</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/specializations/ai-healthcare","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/specializations/ai-healthcare" href="https://www.coursera.org/specializations/ai-healthcare" to="https://www.coursera.org/specializations/ai-healthcare" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~cd5466e8e4ab2a2c98bba91d47e5826f">Stanford AI in Healthcare Specialization</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/learn/machine-learning","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/learn/machine-learning" href="https://www.coursera.org/learn/machine-learning" to="https://www.coursera.org/learn/machine-learning" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~3af625787e3ad57e778058991910793f">DLAI Supervised Machine Learning: Regression and Classification</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/learn/prompt-engineering","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/learn/prompt-engineering" href="https://www.coursera.org/learn/prompt-engineering" to="https://www.coursera.org/learn/prompt-engineering" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~2dbcc40bb697c70308ffa06620ca40dc">Vanderbilt Prompt Engineering for ChatGPT Course</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">Popular Career Certificates</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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/professional-certificates/adobe-content-creator","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/professional-certificates/adobe-content-creator" href="https://www.coursera.org/professional-certificates/adobe-content-creator" to="https://www.coursera.org/professional-certificates/adobe-content-creator" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~6c5bc327237855144fa4f30a34b19a4a">Adobe Content Creator Professional Certificate</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/professional-certificates/google-cybersecurity","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/professional-certificates/google-cybersecurity" href="https://www.coursera.org/professional-certificates/google-cybersecurity" to="https://www.coursera.org/professional-certificates/google-cybersecurity" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~2286d72338df5453d0c18c780dec50b9">Google Cybersecurity Professional Certificate</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a 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to="https://www.coursera.org/professional-certificates/google-project-management" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~4bddba7141bbb4f82ac4ebe0b329fcc8">Google Project Management Professional Certificate</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/professional-certificates/google-ux-design","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/professional-certificates/google-ux-design" 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data-click-value="{"href":"https://careers.coursera.com/","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"/browse","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" 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class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"/professional-certificate","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"/mastertrack","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"/degrees","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.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":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.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":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.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":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.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":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"/social-impact","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/courses?query=free","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/explore/ects-credit-recommendation","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.community","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/partners","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.support/s/article/360000152926-Become-a-Coursera-beta-tester","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://blog.coursera.org","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://open.spotify.com/show/58M36bneU7REOofdPZxe6A","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://medium.com/coursera-engineering","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"/teaching-center","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"/about/press","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://investor.coursera.com","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"/about/terms","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"/about/privacy","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://learner.coursera.help/hc","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"https://learner.coursera.help/hc/articles/360050668591-Accessibility-Statement","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" data-click-value="{"href":"/about/contact","namespace":{"action":"click","app":"unified_description_page","component":"seo_directory_link","page":"consumer_specialization_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="unified_description_page" data-track-page="consumer_specialization_page" 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="unified_description_page.consumer_specialization_page.click.seo_directory_link" 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It has a comprehensive, flexible ecosystem of tools, libraries, and community resources that lets researchers push the state-of-the-art in ML, and developers easily build and deploy ML-powered applications. \u003C\u002Fp\u003E\u003Cp\u003E\u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}},"question":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EWhat is TensorFlow?\u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003EWhat is TensorFlow?\u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}}},"DescriptionPage_Faq:b4090d09-f6c3-4b25-bfd2-be7ff2214dc9":{"__typename":"DescriptionPage_Faq","id":"b4090d09-f6c3-4b25-bfd2-be7ff2214dc9","answer":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003ETensorFlow is commonly used for machine learning applications such as voice recognition and detection, Google Translate, image recognition, and natural language processing.\u003C\u002Ftext\u003E\u003Ctext\u003E\u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003ETensorFlow is commonly used for machine learning applications such as voice recognition and detection, Google Translate, image recognition, and natural language processing.\u003C\u002Fp\u003E\u003Cp\u003E\u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}},"question":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EWhat are the applications of TensorFlow?\u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003EWhat are the applications of TensorFlow?\u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}}},"DescriptionPage_Faq:dad0696b-7be3-4a1e-9f57-2d27faaddf9c":{"__typename":"DescriptionPage_Faq","id":"dad0696b-7be3-4a1e-9f57-2d27faaddf9c","answer":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003ETensorFlow is one of the most commonly used open-source libraries used for building and deploying ML models. \u003C\u002Ftext\u003E\u003Ctext\u003E\u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003ETensorFlow is one of the most commonly used open-source libraries used for building and deploying ML models. \u003C\u002Fp\u003E\u003Cp\u003E\u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}},"question":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EWhy is TensorFlow important?\u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003EWhy is TensorFlow important?\u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}}},"DescriptionPage_Faq:58473c15-9914-46b6-9e92-71d8f47eb30c":{"__typename":"DescriptionPage_Faq","id":"58473c15-9914-46b6-9e92-71d8f47eb30c","answer":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EThe DeepLearning.AI TensorFlow: Advanced Techniques Specialization introduces the features of TensorFlow that provide learners with more control over their model architecture and tools that help them create and train advanced ML models.  \u003C\u002Ftext\u003E\u003Ctext\u003EIn this Specialization, you will expand your knowledge of the Functional API and build exotic non-sequential model types. You will learn how to optimize training in different environments with multiple processors and chip types and get introduced to advanced computer vision scenarios such as object detection, image segmentation, and interpreting convolutions. You will also explore generative deep learning including the ways AIs can create new content from Style Transfer to Auto Encoding, VAEs, and GANs. \u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003EThe DeepLearning.AI TensorFlow: Advanced Techniques Specialization introduces the features of TensorFlow that provide learners with more control over their model architecture and tools that help them create and train advanced ML models.  \u003C\u002Fp\u003E\u003Cp\u003EIn this Specialization, you will expand your knowledge of the Functional API and build exotic non-sequential model types. You will learn how to optimize training in different environments with multiple processors and chip types and get introduced to advanced computer vision scenarios such as object detection, image segmentation, and interpreting convolutions. You will also explore generative deep learning including the ways AIs can create new content from Style Transfer to Auto Encoding, VAEs, and GANs. \u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}},"question":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EWhat is the TensorFlow specialization about?\u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003EWhat is the TensorFlow specialization about?\u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}}},"DescriptionPage_Faq:fcb0a111-e851-4adf-9bf2-56a98b69c314":{"__typename":"DescriptionPage_Faq","id":"fcb0a111-e851-4adf-9bf2-56a98b69c314","answer":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EThe \u003Ca href=\"https:\u002F\u002Fbit.ly\u002F3l0TQ0L\" title=\"\"\u003E\u003Cu\u003EDeepLearning.AI TensorFlow Developer Professional Certificate\u003C\u002Fu\u003E\u003C\u002Fa\u003E equips you with the foundational knowledge to create entry-level TensorFlow models using the Sequential API and prepares you for the Google TensorFlow Developer Certificate exam. \u003C\u002Ftext\u003E\u003Ctext\u003EIn this new TensorFlow Specialization, you will expand your skill set and take your understanding of TensorFlow techniques to the next level. You will learn how to use the Functional API for custom training, custom layers, and custom models. 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You will learn how to use the Functional API for custom training, custom layers, and custom models. You will be equipped to master TensorFlow in order to build powerful applications for complex scenarios. \u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":false}}},"question":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EI’ve already completed the DeepLearning.AI TensorFlow Developer Professional Certificate. What else will I learn in this Specialization?\u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003EI’ve already completed the DeepLearning.AI TensorFlow Developer Professional Certificate. 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Optimize training in different environments with multiple processors and chip types.\u003C\u002Ftext\u003E\u003Ctext\u003E\u003Cstrong\u003ECourse 3:\u003C\u002Fstrong\u003E Practice object detection, image segmentation, and visual interpretation of convolutions.\u003C\u002Ftext\u003E\u003Ctext\u003E\u003Cstrong\u003ECourse 4:\u003C\u002Fstrong\u003E Explore generative deep learning and how AIs can create new content, from Style Transfer through Auto Encoding and VAEs to Generative Adversarial Networks.\u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003E\u003Cstrong\u003ESpecialization: \u003C\u002Fstrong\u003EGain practical knowledge of and hands-on training in advanced TensorFlow techniques such as style transfer (paint one picture in the style of another), object detection (detect where an object is in a picture), and generative machine learning (generating new images from scratch).\u003C\u002Fp\u003E\u003Cp\u003E\u003Cstrong\u003ECourse 1:\u003C\u002Fstrong\u003E Understand the underlying basis of the Functional API and build exotic non-sequential model types, custom loss functions, and layers. \u003C\u002Fp\u003E\u003Cp\u003E\u003Cstrong\u003ECourse 2:\u003C\u002Fstrong\u003E Learn how optimization works and how to use GradientTape and Autograph. Optimize training in different environments with multiple processors and chip types.\u003C\u002Fp\u003E\u003Cp\u003E\u003Cstrong\u003ECourse 3:\u003C\u002Fstrong\u003E Practice object detection, image segmentation, and visual interpretation of convolutions.\u003C\u002Fp\u003E\u003Cp\u003E\u003Cstrong\u003ECourse 4:\u003C\u002Fstrong\u003E Explore generative deep learning and how AIs can create new content, from Style Transfer through Auto Encoding and VAEs to Generative Adversarial Networks.\u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":false}}},"question":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EWhat will I learn in this Specialization?\u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003EWhat will I learn in this Specialization?\u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}}},"DescriptionPage_Faq:0c9dbccf-8fad-476c-b151-fa4e5cbf86d1":{"__typename":"DescriptionPage_Faq","id":"0c9dbccf-8fad-476c-b151-fa4e5cbf86d1","answer":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EThe TensorFlow: Advanced Techniques Specialization provides an accessible pathway for early and mid-career software and machine learning engineers with a foundational knowledge of TensorFlow looking to master TensorFlow by teaching them how to use advanced features in order to expand their skill set and build powerful models. \u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003EThe TensorFlow: Advanced Techniques Specialization provides an accessible pathway for early and mid-career software and machine learning engineers with a foundational knowledge of TensorFlow looking to master TensorFlow by teaching them how to use advanced features in order to expand their skill set and build powerful models. \u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}},"question":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EWho is the TensorFlow Specialization for?\u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003EWho is the TensorFlow Specialization for?\u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}}},"DescriptionPage_Faq:73b0e7b3-eb5b-4359-9d73-26ace6a9df73":{"__typename":"DescriptionPage_Faq","id":"73b0e7b3-eb5b-4359-9d73-26ace6a9df73","answer":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003ELearners should have a working knowledge of AI and deep learning. They should have intermediate Python skills (understanding of decorators and context managers is preferred) as well as some experience with any deep learning framework (TensorFlow, Keras, or PyTorch). Learners should be proficient in basic calculus, linear algebra, and statistics.\u003C\u002Ftext\u003E\u003Ctext\u003EWe highly recommend that you complete the \u003Ca href=\"https:\u002F\u002Fbit.ly\u002F34Y72ht\" title=\"\"\u003E\u003Cu\u003EDeep Learning Specialization\u003C\u002Fu\u003E\u003C\u002Fa\u003E prior to starting this Specialization. \u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003ELearners should have a working knowledge of AI and deep learning. They should have intermediate Python skills (understanding of decorators and context managers is preferred) as well as some experience with any deep learning framework (TensorFlow, Keras, or PyTorch). Learners should be proficient in basic calculus, linear algebra, and statistics.\u003C\u002Fp\u003E\u003Cp\u003EWe highly recommend that you complete the \u003Ca href=\"https:\u002F\u002Fbit.ly\u002F34Y72ht\" title=\"\" target=\"_blank\" rel=\"noopener nofollow\" aria-label=\"\"\u003E\u003Cu\u003EDeep Learning Specialization\u003C\u002Fu\u003E\u003C\u002Fa\u003E prior to starting this Specialization. \u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":false}}},"question":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EWhat background knowledge is necessary?\u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003EWhat background knowledge is necessary?\u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}}},"DescriptionPage_Faq:3cfd5931-7d18-4cce-a6c7-4414d2ee4218":{"__typename":"DescriptionPage_Faq","id":"3cfd5931-7d18-4cce-a6c7-4414d2ee4218","answer":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EAfter completing this Specialization, you will gain practical knowledge and hands-on training in advanced TensorFlow techniques such as style transfer, object detection, and generative machine learning.\u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003EAfter completing this Specialization, you will gain practical knowledge and hands-on training in advanced TensorFlow techniques such as style transfer, object detection, and generative machine learning.\u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}},"question":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EWhat will I be able to do upon completing the Specialization?\u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003EWhat will I be able to do upon completing the Specialization?\u003C\u002Fp\u003E\u003C\u002Fdiv\u003E","metadata":{"__typename":"CmlHtmlMetadata","hasAssetBlock":false,"hasCodeBlock":false,"hasMath":false,"isPlainText":true}}}},"DescriptionPage_Faq:9633682d-d28d-4be2-b917-7b3cb4233e1b":{"__typename":"DescriptionPage_Faq","id":"9633682d-d28d-4be2-b917-7b3cb4233e1b","answer":{"__typename":"CmlContent","cmlValue":"\u003Cco-content\u003E\u003Ctext\u003EThis Specialization was created by Laurence Moroney. \u003C\u002Ftext\u003E\u003Ctext\u003ELaurence leads AI Advocacy at Google, with a vision to make AI easy for developers and to widen access to ML careers for everyone. He’s written dozens of programming books, the most recent being ‘AI and ML for Coders’ at O’Reilly. Laurence believes that MOOCs are one of the greatest ways to learn, and is excited to create TensorFlow Specializations with DeepLearning.AI on Coursera. \u003C\u002Ftext\u003E\u003Ctext\u003EWhen not working with technology, he’s an active member of the Science Fiction Writers of America and has authored several sci-fi novels and comics books and a produced screenplay. Laurence is based in Washington state, where he drinks way too much coffee. \u003C\u002Ftext\u003E\u003C\u002Fco-content\u003E","dtdId":"s12n\u002F1","htmlWithMetadata":{"__typename":"CmlHtmlWithMetadata","html":"\u003Cdiv class=\"cmlToHtml-content-container\" style=\"white-space: pre-wrap\"\u003E\u003Cp\u003EThis Specialization was created by Laurence Moroney. \u003C\u002Fp\u003E\u003Cp\u003ELaurence leads AI Advocacy at Google, with a vision to make AI easy for developers and to widen access to ML careers for everyone. 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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>