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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) / 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data-href="https://d3njjcbhbojbot.cloudfront.net/webapps/r2-builds/premium-certificate/allStyles.f2e87189bb2366a61d2b.css" rel="stylesheet"><title data-react-helmet="true">Analítica de datos: visualización, predicción y toma de decisiones Programa de Certificado MasterTrack® | Coursera</title> <meta data-react-helmet="true" property="og:url" content="https://www.coursera.org/mastertrack/analitica-datos-visualizacion-prediccion-toma-decisiones-uniandes"/><meta data-react-helmet="true" property="og:locale" content="en_US"/><meta data-react-helmet="true" property="og:type" content="website"/><meta data-react-helmet="true" name="description" content="En este programa de cuatro cursos, adquirirás las competencias básicas de inteligencia analítica: identificación de oportunidades para aplicar analítica en una organización, metodologías para formular, modelamiento predictivo supervisado ..."/><meta data-react-helmet="true" name="image" 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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; } }</style> <style data-emotion="css 0 1ibpt6t 7x8owt 1u8qly9 vhadi 1kspkkz az8ufr j6ha89 f31nvc 1dswftd nxuace jawg1x enz6b7 1cxrrkn 1ywvkny guxf6x 1xuo44u 1ickw1p o1szhl b7zsru 1g4qm1d sll922 12xwvkc 128pc2l hanxyc 1h9ktwj xdsj4k 1kc4kyy 1ncpydt 9rioy3 v8pk32 1p459qo t3v7te 1mpfmur 1ymnp7v z39a71 7229lx 43si9q 190bhmi 1mr904e 10rx6jx 1sswpa3 89fcrv 1a1n85a 1iv2mna 15uej73 16obph7 e00nzw r5qoby 17d2jq3 kwec53 1609j5b 1ig4ig6 1aeri6 kmbxb dlm1y2 1jgohp1 1tbn3t hmwwmb 9khjbc vj9u g2fmi8 xubvb8 oe7tvu 1xi8xkm 1irq34v 72xn36 13777io 87eqcq 1mqsd9g iqg7n0 b8z7xf 107lwsj 10bmd9p 18y4ikf 129ow1b 6ilcfa 2h4zrb 1kurdcn lo4pby tfeinr 11z1q25 12f1gx4 pf1gsj gsj8y0 83jpzw foha6z 1ya2d74 1s96oj 72o5ra s4hwhs tqriat co66su svxrpd xi7aaj 15slln9 1kj99p9 5rbztl wuoph5 1p2704m 1anqm8t 1h5tk39 dswg0e 6fbkzn 1fmgkyl 1jcy7xi 1whdyhf rpt8pb utl2wj 1825nsb 6ecy9b 1oy39td 1r7twh3 12fajai 3gbnhs 15utrac 1oxwx8r f70avt 1lx0j2k 1guqwvh 1jt6ewm 1nu5s16 pgrhf6 dcczt0 ah3cga 1dofref 188hd2d ppuxb3 p467kk 1uml34 1mdrza0 1np6xzg tonk4r si869u 1obcjbw 1r5g4jk swgsih 1drrd1f">:root{--cds-color-darken-975:rgba(15, 17, 20, 0.98);--cds-color-darken-950:rgba(15, 17, 20, 0.95);--cds-color-darken-900:rgba(15, 17, 20, 0.9);--cds-color-darken-800:rgba(15, 17, 20, 0.8);--cds-color-darken-700:rgba(15, 17, 20, 0.7);--cds-color-darken-600:rgba(15, 17, 20, 0.6);--cds-color-darken-500:rgba(15, 17, 20, 0.5);--cds-color-darken-400:rgba(15, 17, 20, 0.4);--cds-color-darken-300:rgba(15, 17, 20, 0.3);--cds-color-darken-200:rgba(15, 17, 20, 0.2);--cds-color-darken-100:rgba(15, 17, 20, 0.1);--cds-color-darken-50:rgba(15, 17, 20, 0.05);--cds-color-darken-25:rgba(15, 17, 20, 0.03);--cds-color-darken-0:rgba(15, 17, 20, 0);--cds-color-lighten-975:rgba(255, 255, 255, 0.98);--cds-color-lighten-950:rgba(255, 255, 255, 0.95);--cds-color-lighten-900:rgba(255, 255, 255, 0.9);--cds-color-lighten-800:rgba(255, 255, 255, 0.8);--cds-color-lighten-700:rgba(255, 255, 255, 0.7);--cds-color-lighten-600:rgba(255, 255, 255, 0.6);--cds-color-lighten-500:rgba(255, 255, 255, 0.5);--cds-color-lighten-400:rgba(255, 255, 255, 0.4);--cds-color-lighten-300:rgba(255, 255, 255, 0.3);--cds-color-lighten-200:rgba(255, 255, 255, 0.2);--cds-color-lighten-100:rgba(255, 255, 255, 0.1);--cds-color-lighten-50:rgba(255, 255, 255, 0.05);--cds-color-lighten-25:rgba(255, 255, 255, 0.03);--cds-color-lighten-0:rgba(255, 255, 255, 0);--cds-color-pink-975:#1e051a;--cds-color-pink-950:#45093a;--cds-color-pink-900:#661057;--cds-color-pink-800:#7d166a;--cds-color-pink-700:#9c1a84;--cds-color-pink-600:#c429a8;--cds-color-pink-500:#e339c4;--cds-color-pink-400:#f05bd5;--cds-color-pink-300:#ff82e7;--cds-color-pink-200:#ffa6ee;--cds-color-pink-100:#ffccf5;--cds-color-pink-50:#ffe0f9;--cds-color-pink-25:#fff2fd;--cds-color-red-975:#2e0007;--cds-color-red-950:#66000f;--cds-color-red-900:#9e0018;--cds-color-red-800:#c4001d;--cds-color-red-700:#d30a28;--cds-color-red-600:#ed2644;--cds-color-red-500:#f0465f;--cds-color-red-400:#fc657d;--cds-color-red-300:#ff8f9f;--cds-color-red-200:#ffb0bc;--cds-color-red-100:#fad2d8;--cds-color-red-50:#fce5e8;--cds-color-red-25:#fdf5f5;--cds-color-green-975:#02150f;--cds-color-green-950:#062e21;--cds-color-green-900:#074735;--cds-color-green-800:#095941;--cds-color-green-700:#087051;--cds-color-green-600:#118f69;--cds-color-green-500:#22a880;--cds-color-green-400:#3bc29a;--cds-color-green-300:#66dab7;--cds-color-green-200:#94e5cd;--cds-color-green-100:#b8f2e1;--cds-color-green-50:#cffaed;--cds-color-green-25:#ebfdf8;--cds-color-yellow-975:#200900;--cds-color-yellow-950:#471400;--cds-color-yellow-900:#6b1e00;--cds-color-yellow-800:#852600;--cds-color-yellow-700:#a32e00;--cds-color-yellow-600:#c74504;--cds-color-yellow-500:#de6000;--cds-color-yellow-400:#f28100;--cds-color-yellow-300:#faaf00;--cds-color-yellow-200:#ffc936;--cds-color-yellow-100:#ffdc96;--cds-color-yellow-50:#ffeac9;--cds-color-yellow-25:#fff4e8;--cds-color-purple-975:#150333;--cds-color-purple-950:#340385;--cds-color-purple-900:#4a0fab;--cds-color-purple-800:#5b15cf;--cds-color-purple-700:#6923de;--cds-color-purple-600:#8040ed;--cds-color-purple-500:#9258f5;--cds-color-purple-400:#a678f5;--cds-color-purple-300:#c29ffc;--cds-color-purple-200:#d3bbfa;--cds-color-purple-100:#e7d9ff;--cds-color-purple-50:#f1e8ff;--cds-color-purple-25:#f9f5ff;--cds-color-blue-975:#00112a;--cds-color-blue-950:#002761;--cds-color-blue-900:#003b8f;--cds-color-blue-800:#0048b0;--cds-color-blue-700:#0056d2;--cds-color-blue-600:#1e72eb;--cds-color-blue-500:#3587fc;--cds-color-blue-400:#5b9dfc;--cds-color-blue-300:#87b8ff;--cds-color-blue-200:#adcfff;--cds-color-blue-100:#cfe2ff;--cds-color-blue-50:#e3eeff;--cds-color-blue-25:#f0f6ff;--cds-color-grey-975:#0f1114;--cds-color-grey-950:#1e2229;--cds-color-grey-900:#2d3440;--cds-color-grey-800:#363f52;--cds-color-grey-700:#404b61;--cds-color-grey-600:#5b6780;--cds-color-grey-500:#6d7c99;--cds-color-grey-400:#8495b0;--cds-color-grey-300:#a7b4c9;--cds-color-grey-200:#c1cad9;--cds-color-grey-100:#dae1ed;--cds-color-grey-50:#e8eef7;--cds-color-grey-25:#f2f5fa;--cds-color-white-0:#ffffff;--cds-color-callouts-tertiary-invert:#b0e5fb;--cds-text-decoration-link:underline;--cds-font-family-boutros-coursera:Boutros Coursera,Tahoma,sans-serif;--cds-font-family-source-sans-pro:Source Sans Pro,Arial,sans-serif;--cds-font-size-1100:5.5rem;--cds-font-size-1050:5.25rem;--cds-font-size-1000:5rem;--cds-font-size-950:4.75rem;--cds-font-size-900:4.5rem;--cds-font-size-850:4.25rem;--cds-font-size-800:4rem;--cds-font-size-750:3.75rem;--cds-font-size-700:3.5rem;--cds-font-size-650:3.25rem;--cds-font-size-600:3rem;--cds-font-size-550:2.75rem;--cds-font-size-500:2.5rem;--cds-font-size-450:2.25rem;--cds-font-size-400:2rem;--cds-font-size-375:1.875rem;--cds-font-size-350:1.75rem;--cds-font-size-300:1.5rem;--cds-font-size-250:1.25rem;--cds-font-size-200:1rem;--cds-font-size-175:0.875rem;--cds-font-size-150:0.75rem;--cds-font-size-125:0.625rem;--cds-font-size-100:0.5rem;--cds-letter-spacing-minus30:-0.003em;--cds-letter-spacing-minus50:-0.005em;--cds-letter-spacing-minus100:-0.01em;--cds-letter-spacing-100:0.01em;--cds-letter-spacing-0:0em;--cds-line-height-1200:6rem;--cds-line-height-1150:5.75rem;--cds-line-height-1100:5.5rem;--cds-line-height-1050:5.25rem;--cds-line-height-1000:5rem;--cds-line-height-900:4.5rem;--cds-line-height-850:4.25rem;--cds-line-height-800:4rem;--cds-line-height-700:3.5rem;--cds-line-height-650:3.25rem;--cds-line-height-600:3rem;--cds-line-height-550:2.75rem;--cds-line-height-525:2.625rem;--cds-line-height-500:2.5rem;--cds-line-height-450:2.25rem;--cds-line-height-400:2rem;--cds-line-height-375:1.875rem;--cds-line-height-350:1.75rem;--cds-line-height-300:1.5rem;--cds-line-height-250:1.25rem;--cds-line-height-200:1rem;--cds-line-height-175:0.875rem;--cds-line-height-150:0.75rem;--cds-base:8;--cds-font-weight-700:700;--cds-font-weight-600:600;--cds-font-weight-400:400;--cds-border-radius-max:50px;--cds-border-radius-400:32px;--cds-border-radius-200:16px;--cds-border-radius-100:8px;--cds-border-radius-50:4px;--cds-border-radius-25:2px;--cds-spacing-1400:112px;--cds-spacing-1000:80px;--cds-spacing-800:64px;--cds-spacing-600:48px;--cds-spacing-400:32px;--cds-spacing-300:24px;--cds-spacing-200:16px;--cds-spacing-150:12px;--cds-spacing-100:8px;--cds-spacing-50:4px;--cds-color-emphasis-quaternary-content-default:var(--cds-color-purple-950);--cds-color-emphasis-quaternary-stroke-default:var(--cds-color-purple-700);--cds-color-emphasis-quaternary-background-xweak:var(--cds-color-purple-25);--cds-color-emphasis-quaternary-background-weak:var(--cds-color-purple-50);--cds-color-emphasis-quaternary-background-default:var(--cds-color-purple-600);--cds-color-emphasis-quaternary-background-strong:var(--cds-color-purple-700);--cds-color-emphasis-quaternary-background-xstrong:var(--cds-color-purple-900);--cds-color-emphasis-tertiary-content-default:var(--cds-color-yellow-800);--cds-color-emphasis-tertiary-stroke-default:var(--cds-color-yellow-300);--cds-color-emphasis-tertiary-background-xweak:var(--cds-color-yellow-25);--cds-color-emphasis-tertiary-background-weak:var(--cds-color-yellow-50);--cds-color-emphasis-tertiary-background-default:var(--cds-color-yellow-300);--cds-color-emphasis-tertiary-background-strong:var(--cds-color-yellow-500);--cds-color-emphasis-tertiary-background-xstrong:var(--cds-color-yellow-600);--cds-color-emphasis-secondary-stroke-default:var(--cds-color-pink-500);--cds-color-emphasis-secondary-content-default:var(--cds-color-pink-800);--cds-color-emphasis-secondary-background-xweak:var(--cds-color-pink-25);--cds-color-emphasis-secondary-background-weak:var(--cds-color-pink-50);--cds-color-emphasis-secondary-background-xstrong:var(--cds-color-pink-700);--cds-color-emphasis-secondary-background-strong:var(--cds-color-pink-600);--cds-color-emphasis-secondary-background-default:var(--cds-color-pink-500);--cds-color-emphasis-neutral-stroke-default:var(--cds-color-grey-600);--cds-color-emphasis-neutral-content-default:var(--cds-color-grey-600);--cds-color-emphasis-neutral-background-xweak:var(--cds-color-grey-25);--cds-color-emphasis-neutral-background-weak:var(--cds-color-grey-50);--cds-color-emphasis-neutral-background-default:var(--cds-color-grey-500);--cds-color-emphasis-neutral-background-xstrong:var(--cds-color-grey-900);--cds-color-emphasis-neutral-background-xxstrong:var(--cds-color-grey-975);--cds-color-emphasis-primary-background-xweak:var(--cds-color-blue-25);--cds-color-emphasis-primary-background-strong:var(--cds-color-blue-700);--cds-color-emphasis-primary-background-default:var(--cds-color-blue-500);--cds-color-emphasis-primary-background-xstrong:var(--cds-color-blue-800);--cds-color-emphasis-primary-background-weak:var(--cds-color-blue-50);--cds-color-emphasis-primary-background-xxstrong:var(--cds-color-blue-950);--cds-color-emphasis-primary-stroke-default:var(--cds-color-blue-500);--cds-color-emphasis-primary-content-default:var(--cds-color-blue-800);--cds-color-utility-warning:var(--cds-color-yellow-200);--cds-color-utility-overlay:var(--cds-color-darken-500);--cds-color-callouts-background-primary-strong:var(--cds-color-blue-950);--cds-color-callouts-background-primary:var(--cds-color-blue-700);--cds-color-callouts-background-tertiary-weak:var(--cds-color-yellow-25);--cds-color-callouts-background-secondary-weak:var(--cds-color-purple-25);--cds-color-callouts-background-primary-weak:var(--cds-color-blue-50);--cds-color-callouts-secondary-invert:var(--cds-color-yellow-200);--cds-color-callouts-tertiary:var(--cds-color-blue-900);--cds-color-callouts-secondary:var(--cds-color-purple-950);--cds-color-feedback-background-warning-weak:var(--cds-color-yellow-25);--cds-color-feedback-background-informative-weak:var(--cds-color-blue-25);--cds-color-feedback-background-success-weak:var(--cds-color-green-25);--cds-color-feedback-background-error-weak:var(--cds-color-red-25);--cds-color-feedback-warning:var(--cds-color-yellow-700);--cds-color-feedback-informative:var(--cds-color-blue-700);--cds-color-feedback-success-invert-weak:var(--cds-color-green-50);--cds-color-feedback-success-hover:var(--cds-color-green-800);--cds-color-feedback-success:var(--cds-color-green-700);--cds-color-feedback-error-invert-weak:var(--cds-color-red-50);--cds-color-feedback-error-hover:var(--cds-color-red-900);--cds-color-feedback-error:var(--cds-color-red-700);--cds-color-neutral-background-primary:var(--cds-color-white-0);--cds-color-neutral-background-primary-weak:var(--cds-color-grey-25);--cds-color-neutral-stroke-primary-invert:var(--cds-color-white-0);--cds-color-neutral-stroke-primary-weak:var(--cds-color-grey-50);--cds-color-neutral-stroke-primary:var(--cds-color-grey-400);--cds-color-neutral-disabled-weak:var(--cds-color-grey-25);--cds-color-neutral-disabled-strong:var(--cds-color-grey-200);--cds-color-neutral-disabled:var(--cds-color-grey-50);--cds-color-neutral-primary-invert:var(--cds-color-white-0);--cds-color-neutral-primary-weak:var(--cds-color-grey-600);--cds-color-neutral-primary:var(--cds-color-grey-975);--cds-color-interactive-background-primary-selected-weak:var(--cds-color-purple-25);--cds-color-interactive-background-primary-pressed-weak:var(--cds-color-purple-25);--cds-color-interactive-background-primary-hover-weak:var(--cds-color-blue-25);--cds-color-interactive-stroke-primary-focus-invert:var(--cds-color-blue-25);--cds-color-interactive-stroke-primary-focus:var(--cds-color-purple-700);--cds-color-interactive-primary-selected:var(--cds-color-purple-950);--cds-color-interactive-primary-pressed:var(--cds-color-purple-950);--cds-color-interactive-primary-hover:var(--cds-color-blue-800);--cds-color-interactive-primary:var(--cds-color-blue-700);--cds-typography-action-secondary:var(--cds-font-weight-600) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-source-sans-pro);--cds-typography-action-primary:var(--cds-font-weight-600) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-source-sans-pro);--cds-typography-body-secondary:var(--cds-font-weight-400) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-source-sans-pro);--cds-typography-body-primary:var(--cds-font-weight-400) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-source-sans-pro);--cds-typography-subtitle-medium:var(--cds-font-weight-600) var(--cds-font-size-200)/var(--cds-line-height-250) var(--cds-font-family-source-sans-pro);--cds-typography-subtitle-large:var(--cds-font-weight-600) var(--cds-font-size-250)/var(--cds-line-height-300) var(--cds-font-family-source-sans-pro);--cds-typography-title-small-sm:var(--cds-font-weight-600) var(--cds-font-size-300)/var(--cds-line-height-375) var(--cds-font-family-source-sans-pro);--cds-typography-title-small:var(--cds-font-weight-600) var(--cds-font-size-375)/var(--cds-line-height-450) var(--cds-font-family-source-sans-pro);--cds-typography-title-medium-sm:var(--cds-font-weight-600) var(--cds-font-size-350)/var(--cds-line-height-450) var(--cds-font-family-source-sans-pro);--cds-typography-title-medium:var(--cds-font-weight-600) var(--cds-font-size-450)/var(--cds-line-height-525) var(--cds-font-family-source-sans-pro);--cds-typography-title-large-sm:var(--cds-font-weight-600) var(--cds-font-size-400)/var(--cds-line-height-500) var(--cds-font-family-source-sans-pro);--cds-typography-title-large:var(--cds-font-weight-600) var(--cds-font-size-600)/var(--cds-line-height-700) var(--cds-font-family-source-sans-pro);--cds-typography-display-sm:var(--cds-font-weight-600) var(--cds-font-size-500)/var(--cds-line-height-550) var(--cds-font-family-source-sans-pro);--cds-typography-display:var(--cds-font-weight-600) var(--cds-font-size-800)/var(--cds-line-height-900) var(--cds-font-family-source-sans-pro);}@media (max-width: 1023.95px){:root{--cds-typography-display:var(--cds-typography-display-sm);--cds-typography-title-large:var(--cds-typography-title-large-sm);--cds-typography-title-medium:var(--cds-typography-title-medium-sm);--cds-typography-title-small:var(--cds-typography-title-small-sm);}}:root[dir='rtl']{--cds-text-decoration-link:underline;--cds-typography-action-secondary:var(--cds-font-weight-700) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-boutros-coursera);--cds-typography-action-primary:var(--cds-font-weight-700) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-boutros-coursera);--cds-typography-body-secondary:var(--cds-font-weight-400) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-boutros-coursera);--cds-typography-body-primary:var(--cds-font-weight-400) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-boutros-coursera);--cds-typography-subtitle-medium:var(--cds-font-weight-700) var(--cds-font-size-200)/var(--cds-line-height-250) var(--cds-font-family-boutros-coursera);--cds-typography-subtitle-large:var(--cds-font-weight-700) var(--cds-font-size-250)/var(--cds-line-height-300) var(--cds-font-family-boutros-coursera);--cds-typography-title-small-sm:var(--cds-font-weight-700) var(--cds-font-size-375)/var(--cds-line-height-450) var(--cds-font-family-boutros-coursera);--cds-typography-title-small:var(--cds-font-weight-700) var(--cds-font-size-375)/var(--cds-line-height-450) var(--cds-font-family-boutros-coursera);--cds-typography-title-medium-sm:var(--cds-font-weight-700) var(--cds-font-size-350)/var(--cds-line-height-450) var(--cds-font-family-boutros-coursera);--cds-typography-title-medium:var(--cds-font-weight-700) var(--cds-font-size-450)/var(--cds-line-height-525) var(--cds-font-family-boutros-coursera);--cds-typography-title-large-sm:var(--cds-font-weight-700) var(--cds-font-size-400)/var(--cds-line-height-500) var(--cds-font-family-boutros-coursera);--cds-typography-title-large:var(--cds-font-weight-700) var(--cds-font-size-600)/var(--cds-line-height-700) var(--cds-font-family-boutros-coursera);--cds-typography-display-sm:var(--cds-font-weight-700) var(--cds-font-size-500)/var(--cds-line-height-550) var(--cds-font-family-boutros-coursera);--cds-typography-display:var(--cds-font-weight-700) var(--cds-font-size-800)/var(--cds-line-height-900) var(--cds-font-family-boutros-coursera);}@media (max-width: 1023.95px){:root[dir='rtl']{--cds-typography-display:var(--cds-typography-display-sm);--cds-typography-title-large:var(--cds-typography-title-large-sm);--cds-typography-title-medium:var(--cds-typography-title-medium-sm);--cds-typography-title-small:var(--cds-typography-title-small-sm);--cds-typography-display:var(--cds-typography-display-sm);--cds-typography-title-large:var(--cds-typography-title-large-sm);--cds-typography-title-medium:var(--cds-typography-title-medium-sm);--cds-typography-title-small:var(--cds-typography-title-small-sm);}}:root{--cds-font-size-body2:0.875rem;--cds-font-size-title4:0.875rem;--cds-letter-spacing-250:-0.2px;--cds-letter-spacing-125:-0.1px;--cds-font-family-body:var(--cds-font-family-source-sans-pro);--cds-font-family-title:var(--cds-font-family-source-sans-pro);--cds-font-family-display:var(--cds-font-family-source-sans-pro);--cds-font-size-body1:var(--cds-font-size-200);--cds-font-size-title3:var(--cds-font-size-200);--cds-font-size-title2:var(--cds-font-size-250);--cds-font-size-title1-xs:var(--cds-font-size-300);--cds-font-size-title1-lg:var(--cds-font-size-350);--cds-font-size-display2-xs:var(--cds-font-size-400);--cds-font-size-display2-sm:var(--cds-font-size-450);--cds-font-size-display2-lg:var(--cds-font-size-550);--cds-font-size-display1-xs:var(--cds-font-size-600);--cds-font-size-display1-sm:var(--cds-font-size-800);--cds-font-size-display1-lg:var(--cds-font-size-1050);--cds-letter-spacing-body2:var(--cds-letter-spacing-0);--cds-letter-spacing-body1:var(--cds-letter-spacing-0);--cds-letter-spacing-title4:var(--cds-letter-spacing-125);--cds-letter-spacing-title3:var(--cds-letter-spacing-125);--cds-letter-spacing-title2:var(--cds-letter-spacing-125);--cds-letter-spacing-title1:var(--cds-letter-spacing-125);--cds-letter-spacing-display2:var(--cds-letter-spacing-125);--cds-letter-spacing-display1:var(--cds-letter-spacing-250);--cds-line-height-body2:var(--cds-line-height-250);--cds-line-height-body1:var(--cds-line-height-300);--cds-line-height-title4:var(--cds-line-height-250);--cds-line-height-title3:var(--cds-line-height-300);--cds-line-height-title2:var(--cds-line-height-350);--cds-line-height-title1-xs:var(--cds-line-height-400);--cds-line-height-title1-lg:var(--cds-line-height-450);--cds-line-height-display2-xs:var(--cds-line-height-500);--cds-line-height-display2-sm:var(--cds-line-height-600);--cds-line-height-display2-lg:var(--cds-line-height-650);--cds-line-height-display1-xs:var(--cds-line-height-700);--cds-line-height-display1-sm:var(--cds-line-height-900);--cds-line-height-display1-lg:var(--cds-line-height-1150);--cds-typography-body2:var(--cds-font-weight-400) var(--cds-font-size-body2)/var(--cds-line-height-body2) var(--cds-font-family-body);--cds-typography-body1:var(--cds-font-weight-400) var(--cds-font-size-body1)/var(--cds-line-height-body1) var(--cds-font-family-body);--cds-typography-title4:var(--cds-font-weight-700) var(--cds-font-size-title4)/var(--cds-line-height-title4) var(--cds-font-family-title);--cds-typography-title3-strong:var(--cds-font-weight-700) var(--cds-font-size-title3)/var(--cds-line-height-title3) var(--cds-font-family-title);--cds-typography-title3:var(--cds-font-weight-600) var(--cds-font-size-title3)/var(--cds-line-height-title3) var(--cds-font-family-title);--cds-typography-title2-weak:var(--cds-font-weight-400) var(--cds-font-size-title2)/var(--cds-line-height-title2) var(--cds-font-family-title);--cds-typography-title2:var(--cds-font-weight-600) var(--cds-font-size-title2)/var(--cds-line-height-title2) var(--cds-font-family-title);--cds-typography-title1-xs-weak:var(--cds-font-weight-400) var(--cds-font-size-title1-xs)/var(--cds-line-height-title1-xs) var(--cds-font-family-title);--cds-typography-title1-xs:var(--cds-font-weight-600) var(--cds-font-size-title1-xs)/var(--cds-line-height-title1-xs) var(--cds-font-family-title);--cds-typography-title1-weak:var(--cds-font-weight-400) var(--cds-font-size-title1-lg)/var(--cds-line-height-title1-lg) var(--cds-font-family-title);--cds-typography-title1:var(--cds-font-weight-600) var(--cds-font-size-title1-lg)/var(--cds-line-height-title1-lg) var(--cds-font-family-title);--cds-typography-display2-xs-weak:var(--cds-font-weight-400) var(--cds-font-size-display2-xs)/var(--cds-line-height-display2-xs) var(--cds-font-family-display);--cds-typography-display2-xs:var(--cds-font-weight-600) var(--cds-font-size-display2-xs)/var(--cds-line-height-display2-xs) var(--cds-font-family-display);--cds-typography-display2-sm-weak:var(--cds-font-weight-400) var(--cds-font-size-display2-sm)/var(--cds-line-height-display2-sm) var(--cds-font-family-display);--cds-typography-display2-sm:var(--cds-font-weight-600) var(--cds-font-size-display2-sm)/var(--cds-line-height-display2-sm) var(--cds-font-family-display);--cds-typography-display2-weak:var(--cds-font-weight-400) var(--cds-font-size-display2-lg)/var(--cds-line-height-display2-lg) var(--cds-font-family-display);--cds-typography-display2:var(--cds-font-weight-600) var(--cds-font-size-display2-lg)/var(--cds-line-height-display2-lg) var(--cds-font-family-display);--cds-typography-display1-xs-weak:var(--cds-font-weight-400) var(--cds-font-size-display1-xs)/var(--cds-line-height-display1-xs) var(--cds-font-family-display);--cds-typography-display1-xs:var(--cds-font-weight-600) var(--cds-font-size-display1-xs)/var(--cds-line-height-display1-xs) var(--cds-font-family-display);--cds-typography-display1-sm-weak:var(--cds-font-weight-400) var(--cds-font-size-display1-sm)/var(--cds-line-height-display1-sm) var(--cds-font-family-display);--cds-typography-display1-sm:var(--cds-font-weight-600) var(--cds-font-size-display1-sm)/var(--cds-line-height-display1-sm) var(--cds-font-family-display);--cds-typography-display1-weak:var(--cds-font-weight-400) var(--cds-font-size-display1-lg)/var(--cds-line-height-display1-lg) var(--cds-font-family-display);--cds-typography-display1:var(--cds-font-weight-600) var(--cds-font-size-display1-lg)/var(--cds-line-height-display1-lg) var(--cds-font-family-display);}@media (max-width: 1023.95px){:root{--cds-typography-display1:var(--cds-typography-display1-sm);--cds-typography-display1-weak:var(--cds-typography-display1-sm-weak);--cds-typography-display2:var(--cds-typography-display2-sm);--cds-typography-display2-weak:var(--cds-typography-display2-sm-weak);}}@media (max-width: 599.95px){:root{--cds-typography-display1:var(--cds-typography-display1-xs);--cds-typography-display1-weak:var(--cds-typography-display1-xs-weak);--cds-typography-display2:var(--cds-typography-display2-xs);--cds-typography-display2-weak:var(--cds-typography-display2-xs-weak);--cds-typography-title1:var(--cds-typography-title1-xs);--cds-typography-title1-weak:var(--cds-typography-title1-xs-weak);}}:root[dir='rtl']{--cds-font-family-body:var(--cds-font-family-boutros-coursera);--cds-font-family-title:var(--cds-font-family-boutros-coursera);--cds-font-family-display:var(--cds-font-family-boutros-coursera);--cds-letter-spacing-body2:var(--cds-letter-spacing-0);--cds-letter-spacing-body1:var(--cds-letter-spacing-0);--cds-letter-spacing-title4:var(--cds-letter-spacing-0);--cds-letter-spacing-title3:var(--cds-letter-spacing-0);--cds-letter-spacing-title2:var(--cds-letter-spacing-0);--cds-letter-spacing-title1:var(--cds-letter-spacing-0);--cds-letter-spacing-display2:var(--cds-letter-spacing-0);--cds-letter-spacing-display1:var(--cds-letter-spacing-0);}@media (max-width: 1023.95px){:root[dir='rtl']{--cds-typography-display1:var(--cds-typography-display1-sm);--cds-typography-display1-weak:var(--cds-typography-display1-sm-weak);--cds-typography-display2:var(--cds-typography-display2-sm);--cds-typography-display2-weak:var(--cds-typography-display2-sm-weak);}}@media (max-width: 599.95px){:root[dir='rtl']{--cds-typography-display1:var(--cds-typography-display1-xs);--cds-typography-display1-weak:var(--cds-typography-display1-xs-weak);--cds-typography-display2:var(--cds-typography-display2-xs);--cds-typography-display2-weak:var(--cds-typography-display2-xs-weak);--cds-typography-title1:var(--cds-typography-title1-xs);--cds-typography-title1-weak:var(--cds-typography-title1-xs-weak);}}.css-7x8owt{position:relative;top:0;width:100%;background:var(--cds-color-grey-975);z-index:999;height:calc(40px + 16px);}@media (max-width:1439.95px){.css-7x8owt{height:calc(40px + 16px);}}@media (max-width:1023.95px){.css-7x8owt{height:calc(32px + 16px);}}@media (max-width:599.95px){.css-7x8owt{height:calc(32px + 12px);}}@media (min-width:0px){.css-vhadi{padding:0 var(--cds-spacing-200);}}@media (min-width:1024px){.css-vhadi{padding:0 var(--cds-spacing-600);}}@media (min-width:0px){.css-1kspkkz{margin:-4px;width:calc(100% + 8px);}.css-1kspkkz>.cds-grid-item{padding:4px;}}@media (min-width:600px){.css-1kspkkz{margin:-8px;width:calc(100% + 16px);}.css-1kspkkz>.cds-grid-item{padding:8px;}}@media (min-width:1024px){.css-1kspkkz{margin:-16px;width:calc(100% + 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.forStyle{color:inherit;}.css-jawg1x{color:var(--cds-color-grey-50);font-weight:400;}.css-enz6b7{vertical-align:baseline;display:inline;color:var(--cds-color-interactive-primary);padding:0;-webkit-text-decoration:none;text-decoration:none;font:inherit;letter-spacing:inherit;margin:0 8px;padding:0 8px;line-height:40px;height:40px;font-size:16px;-webkit-text-decoration:none!important;text-decoration:none!important;font-family:'Source Sans Pro',Arial,sans-serif;color:var(--cds-color-white-0)!important;box-sizing:border-box;border-bottom:6px solid transparent;position:relative;}.css-enz6b7:hover{color:var(--cds-color-interactive-primary-hover);-webkit-text-decoration:underline;text-decoration:underline;}.css-enz6b7:focus{outline:none;}.css-enz6b7:visited:not(.cds-link-focusVisible){color:var(--cds-color-interactive-primary);}.css-enz6b7.cds-link-focusVisible{outline:1px solid 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.bt3-container-fluid>.bt3-navbar-header{margin-right:0;margin-left:0;}}.css-1ickw1p{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;padding:0 var(--cds-spacing-200) 0 0!important;}.css-1ickw1p .rc-CourseraLogo{width:127px;height:32px;}.css-1ickw1p .rc-CourseraLogo.team-logo{width:237px;height:32px;}.css-1ickw1p .rc-CourseraLogo.coursera-plus-logo{width:177px;height:20px;-webkit-transform:translateY(5px);-moz-transform:translateY(5px);-ms-transform:translateY(5px);transform:translateY(5px);}.css-1ickw1p .header-logo{min-height:30px;max-height:32px;max-width:200px;min-width:30px;}@media (min-width: 1200px){.css-1ickw1p .header-logo{max-width:350px;}}.css-1ickw1p .header-pipe{margin:8px 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0;}}.css-1h5tk39{font-weight:700;font-family:OpenSans;font-size:1.5rem;line-height:1.875rem;text-align:center;margin-bottom:3rem;padding:0 0.75rem;}@media (max-width: 1024px){.css-1h5tk39{text-align:left;margin-bottom:1.125rem;}}.css-dswg0e{background-color:#dbeef6;padding-top:4.5rem;padding-bottom:4.5rem;}@media (max-width: 1024px){.css-dswg0e{padding:3rem 0.75rem;}}.css-dswg0e .rc-Faq>.question h3{font-size:1.25rem;line-height:1.5rem;}@media (max-width: 1024px){.css-dswg0e .rc-Faq>.question h3{font-size:0.875rem;}}.css-dswg0e .rc-Faq .answer.visible>*{font-size:1.25rem;line-height:1.5rem;}@media (max-width: 1024px){.css-dswg0e .rc-Faq .answer.visible>*{font-size:0.875rem;}}.css-6fbkzn{position:relative;margin:0 auto;padding:0 12px;width:100%;max-width:784px;}@media (min-width: 1024px){.css-6fbkzn{max-width:1152px;}}@media (min-width: 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var(--cds-color-interactive-stroke-primary-focus-invert);}@media (forced-colors: active){.css-1guqwvh{border:1px ButtonText solid;}}.css-1guqwvh:hover{border-color:var(--cds-color-interactive-primary-hover);background-color:var(--cds-color-interactive-primary-hover);}.css-1guqwvh:active{border-color:var(--cds-color-interactive-primary-pressed);background-color:var(--cds-color-interactive-primary-pressed);}.css-1guqwvh:active.cds-button-disableElevation::after{content:unset;}.css-1guqwvh.cds-button-disabled{color:var(--cds-color-neutral-disabled);background:var(--cds-color-neutral-disabled-strong);box-shadow:inset 0 0 0 1px var(--cds-color-neutral-disabled-strong);}.css-1guqwvh .cds-button-label{text-transform:none;width:100%;display:inherit;-webkit-align-items:inherit;-webkit-box-align:inherit;-ms-flex-align:inherit;align-items:inherit;-webkit-box-pack:inherit;-ms-flex-pack:inherit;-webkit-justify-content:inherit;justify-content:inherit;}.css-1guqwvh.cds-button-loadingOpacity 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data-click-value="{"href":"#faq","namespace":{"action":"click","app":"premium_certificate","component":"nav_item_faq","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="nav_item_faq" data-track-href="#faq" href="#faq" to="#faq" data-active="false" data-test="nav-item">FAQ</a></li></ul></nav></div><div id="overview"><div data-test="AtAGlanceSection" class="css-oe7tvu"><div class="cds-45 css-1mr904e"><div class="_jyhj5r _1jhfdp6"><div class="_1qn2cyy7" data-test="AtAGlanceItem"><div class="css-1xi8xkm"><h2 data-test="at-a-glance-title" class="css-1irq34v">Fecha de inicio de los cursos</h2><p data-test="at-a-glance-subtitle" class="css-72xn36">Ciclo 1: 21 de enero al 15 de marzo de 2025 Ciclo 2: 25 de marzo al 24 de mayo de 2025</p></div></div><div class="_1qn2cyy7" data-test="AtAGlanceItem"><div class="css-1xi8xkm"><h2 data-test="at-a-glance-title" class="css-1irq34v">4 meses</h2><p data-test="at-a-glance-subtitle" class="css-72xn36">30 horas aprox. de estudio por semana al tomar 2 cursos en simultáneo. </p></div></div><div class="_1qn2cyy7" data-test="AtAGlanceItem"><div class="css-1xi8xkm"><h2 data-test="at-a-glance-title" class="css-1irq34v">$6.530.000 | $1,450 USD*</h2><p data-test="at-a-glance-subtitle" class="css-72xn36">Costo por ciclo de 5 créditos (8 créditos en total) | Precios para 2024, sujetos al aumento de tarifa anual.</p><span data-testid="tooltip-wrapper" class="rc-TooltipWrapper css-swgsih"><span class="css-1drrd1f"><button aria-describedby="tooltip-text" aria-expanded="false" aria-label="Payment details. Forma de pago en 2 cuotas: 50 % al momento de inscribirte y el 50 % restante al finalizar el primer ciclo de 8 semanas. *El precio en dólares es aproximado y orientativo para estudiantes fuera de Colombia. El costo final podrá variar de acuerdo con la TRM (Tasa Representativa del Mercado) del día en que realices el pago en la moneda extranjera de tu preferencia. " class="_pzob0jo" data-test="at-a-glance-button" style="background-color:#fff"><span class="_1lutnh9y">Payment details</span></button></span></span></div></div><div class="_1qn2cyy7" data-test="AtAGlanceItem"><div class="css-1xi8xkm"><h2 data-test="at-a-glance-title" class="css-1irq34v">100% en línea</h2><p data-test="at-a-glance-subtitle" class="css-72xn36">Con sesiones en vivo y canales de comunicación con el equipo académico del curso. </p></div></div></div></div></div><div data-test="CertificateOverview" class="css-13777io"><div class="cds-45 css-87eqcq"><div class="cds-45 css-0 cds-46 cds-63"><div class="cds-45 css-0 cds-47 cds-grid-item"><h2 class="css-1mqsd9g">Conviértete en un experto técnico en Inteligencia Analítica</h2></div></div><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item cds-114"><div data-test="OverviewValueProp" class="css-iqg7n0"><div class="css-b8z7xf"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-6" class="css-1u8qly9"><path fill-rule="evenodd" clip-rule="evenodd" d="M.5 5.29h3.34v1H1.516c.26 4.105 3.72 7.42 8.484 7.42 4.764 0 8.223-3.315 8.484-7.42H16.16v-1h3.34v.5c0 4.928-4.036 8.92-9.5 8.92S.5 10.718.5 5.79v-.5z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M3.61 1.5h12.78V2c0 3.363-.156 6.5-1.007 8.806-.43 1.163-1.048 2.147-1.942 2.84-.9.696-2.037 1.064-3.441 1.064-1.347 0-2.453-.37-3.338-1.065-.879-.69-1.504-1.67-1.949-2.83C3.83 8.512 3.61 5.377 3.61 2v-.5zm1.002 1c.022 3.166.264 5.948 1.035 7.957.402 1.05.938 1.856 1.632 2.401.688.54 1.568.852 2.721.852 1.22 0 2.132-.316 2.829-.855.702-.544 1.229-1.348 1.616-2.396.742-2.01.927-4.79.944-7.959H4.612z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M8.504 13.71h3.092l.004.495a2.631 2.631 0 00.89 1.95l.025.021.021.025c.42.48.937.866 1.515 1.136l.289.134V18.5H5.76v-1.029l.289-.134A4.59 4.59 0 007.564 16.2l.021-.025.024-.021a2.63 2.63 0 00.891-1.95l.004-.495zm.958 1a3.63 3.63 0 01-1.167 2.173 5.586 5.586 0 01-.641.617h4.792a5.589 5.589 0 01-.641-.617 3.633 3.633 0 01-1.166-2.173H9.462z" fill="currentColor"></path></svg></div><div class="css-107lwsj"><div class="rc-Markdown styled"><h3 id="la-universidad-de-los-andes-hace-parte-del-1-de-las-mejores-universidades-del-mundo">La Universidad de los Andes hace parte del 1% de las mejores universidades del mundo</h3><p>Desde 1948, se ha posicionado en los niveles más altos de la región e internacionalmente. En la última década, Uniandes ha estado entre las 10 mejores universidades de Latinoamérica y actualmente se encuentra como la quinta universidad de la región, según el ranking QS 2022.</p></div></div></div><div data-test="OverviewValueProp" class="css-iqg7n0"><div class="css-b8z7xf"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-7" class="css-1u8qly9"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.94 2.441l8.758 4.379-8.758 4.379L1.182 6.82 9.94 2.441zM3.418 6.82l6.522 3.261 6.522-3.261L9.94 3.559 3.418 6.82z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M5.62 11.48V8.73h1v2.75c0 .487.293.987.893 1.388.596.399 1.452.662 2.427.662.975 0 1.83-.263 2.427-.662.6-.4.893-.9.893-1.388V8.73h1v2.75c0 .923-.557 1.698-1.337 2.22-.784.523-1.838.83-2.983.83s-2.2-.307-2.983-.83c-.78-.522-1.337-1.297-1.337-2.22z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M9.493 6.597a.5.5 0 01.67-.224l6.79 3.39a.5.5 0 01.277.447v2.12a.5.5 0 11-1 0v-1.81L9.717 7.266a.5.5 0 01-.224-.67z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M16.008 11.868A1.78 1.78 0 0118.5 13.63v3.87h-3.55v-3.87a1.78 1.78 0 011.058-1.762zm.717.849a.78.78 0 00-.777.849l.002.022V16.5h1.55v-2.912l.002-.022a.78.78 0 00-.777-.849z" fill="currentColor"></path></svg></div><div class="css-107lwsj"><div class="rc-Markdown styled"><h3 id="obtn-crditos-para-un-ttulo-de-maestra">Obtén créditos para un título de maestría</h3><p>Si eres admitido a la Maestría de Inteligencia Analítica de Datos de la Universidad de los Andes, los créditos ya vistos en este MasterTrack podrán ser homologados, de acuerdo al cumplimiento de los requisitos de homologación. El MasterTrack en Analítica de Datos tiene un total de 10 créditos, de los 36 créditos que componen la maestría.</p></div></div></div><div data-test="OverviewValueProp" class="css-iqg7n0"><div class="css-b8z7xf"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-8" class="css-1u8qly9"><path fill-rule="evenodd" clip-rule="evenodd" d="M10 1.478l8.5 2.56V7.5h-17V4.038l8.5-2.56zM2.5 4.782V6.5h15V4.782L10 2.522l-7.5 2.26zM1.5 14.5h17v4h-17v-4zm1 1v2h15v-2h-15z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M2.5 15V7h1v8h-1zM5.3 15V7h1v8h-1zM8.1 15V7h1v8h-1zM10.9 15V7h1v8h-1zM13.7 15V7h1v8h-1zM16.5 15V7h1v8h-1z" fill="currentColor"></path></svg></div><div class="css-107lwsj"><div class="rc-Markdown styled"><h3 id="una-sesin-en-vivo-a-la-semana-en-cada-curso-y-canales-de-comunicacin-para-apoyarte-en-el-proceso-de-aprendizaje">Una sesión en vivo a la semana en cada curso y canales de comunicación para apoyarte en el proceso de aprendizaje</h3><p>Cada curso te ofrece dos horarios para que puedas escoger el de tu preferencia. Interactúa con profesores y estudiantes para ampliar tu red profesional.</p></div></div></div></div><div class="cds-45 css-10bmd9p cds-47 cds-grid-item cds-114"><div aria-hidden="true" data-test="overview-visual" class="css-18y4ikf"><img src="https://images.ctfassets.net/wp1lcwdav1p1/2CUbULaq9mEfSSIq6lsCUu/b8ec58abf5106bf9bf75b17da09c39c0/What_is_data_analysis.png?q=60" alt="Certificate Overview Visual" class="css-17d2jq3"/></div></div></div></div></div></div><div id="program" data-test="ProgramDescription" data-e2e="page-description" class="css-129ow1b"><div class="_1d3lkver"><div class="cds-45 css-0"><h2 class="css-6ilcfa">Program description</h2><div data-test="description-subtitle" class="css-2h4zrb">Desarrolla habilidades y conocimientos técnicos para construir modelos descriptivos (con énfasis en visualización), predictivos y prescriptivos enfocados a la gestión del negocio y a la toma de decisiones.</div></div><div class="cds-45 _t741k1 css-0"><div data-test="description-overview"><h3 class="css-1kurdcn">Overview</h3><div class="rc-Markdown styled"><p>Esta trayectoria recorre de manera transversal y básica los diferentes niveles del desarrollo de la inteligencia analítica en una organización, empezando con el uso de la analítica descriptiva (visualización), pasando por la construcción de modelos predictivos (machine learning), finalizando con la formulación de modelos prescriptivos para la toma de decisiones (optimización). El MT está dividido en dos ciclos, cada uno con dos cursos, que se realizan en paralelo:</p><ul role="list"><li role="listitem">El primer ciclo cuenta con el curso de Visualización y Storytelling que busca desarrollar competencias en analítica descriptiva en los profesionales para presentar de manera efectiva resultados de proyectos a diferentes públicos. En paralelo, el primer ciclo presenta un curso introductorio a la analítica predictiva con conceptos y técnicas fundamentales de Machine Learning.</li><li role="listitem">En el segundo ciclo, los profesionales continuarán su proceso de aprendizaje en analítica predictiva con el curso de Machine Learning y Procesamiento de Lenguaje Natural, y en paralelo, abordarán la analítica prescriptiva con el curso de Optimización para la Toma de Decisiones.</li></ul><h3 id="nivela-tus-conocimientos-en-analtica">Nivela tus conocimientos en analítica</h3><p>La Universidad de los Andes ofrece cursos abiertos para las personas que deseen nivelar algunos conocimientos y habilidades técnicas antes de iniciar con el programa. Conoce los cursos de <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/learn/programacion-python","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/learn/programacion-python" href="https://www.coursera.org/learn/programacion-python" to="https://www.coursera.org/learn/programacion-python" target="_blank">Python</a>, <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/learn/probabilidad","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/learn/probabilidad" href="https://www.coursera.org/learn/probabilidad" to="https://www.coursera.org/learn/probabilidad" target="_blank">Probabilidad</a>, <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/learn/estadistica-aplicada-fundamentos","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/learn/estadistica-aplicada-fundamentos" href="https://www.coursera.org/learn/estadistica-aplicada-fundamentos" to="https://www.coursera.org/learn/estadistica-aplicada-fundamentos" target="_blank">Estadística</a> y <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/learn/analytics-analisis-datos","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/learn/analytics-analisis-datos" href="https://www.coursera.org/learn/analytics-analisis-datos" to="https://www.coursera.org/learn/analytics-analisis-datos" target="_blank">Analytics en las Organizaciones</a>.</p></div></div></div><div class="cds-45 css-0"><div data-test="description-background"><h3 class="css-1kurdcn">Required background</h3><div class="rc-Markdown styled"><p>Necesitarás conocimientos en lenguajes de programación como <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/learn/programacion-python","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/learn/programacion-python" href="https://www.coursera.org/learn/programacion-python" to="https://www.coursera.org/learn/programacion-python" target="_blank">Python</a> y R, <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/learn/probabilidad","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/learn/probabilidad" href="https://www.coursera.org/learn/probabilidad" to="https://www.coursera.org/learn/probabilidad" target="_blank">Probabilidad</a>, <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/learn/estadistica-aplicada-fundamentos","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/learn/estadistica-aplicada-fundamentos" href="https://www.coursera.org/learn/estadistica-aplicada-fundamentos" to="https://www.coursera.org/learn/estadistica-aplicada-fundamentos" target="_blank">Estadística</a>, análisis cuantitativo de datos, álgebra lineal y modelos estadísticos lineales.</p></div></div><div data-test="description-skills"><h3 class="css-1kurdcn">Skills you will gain</h3><ul data-test="course-learn" class="css-lo4pby"><li>Liderazgo de proyectos de inteligencia analítica de alto impacto en las organizaciones</li><li>Construcción de modelos matemáticos descriptivos, predictivos, y prescriptivos para apoyar la toma de decisiones</li><li>Analizar, sintetizar y presentar de forma efectiva los resultados de los modelos analíticos con técnicas de visualización y storytelling</li><li>Extracción, transformación y carga de datos de fuentes estructuradas y no estructuradas con tecnologías para el manejo de grandes volúmenes de datos y cloud computing</li><li>Aprender sobre herramientas tecnológicas como lenguajes computacionales, librerías para analytics, manejo de bases de datos y servidores</li></ul></div></div></div></div><div id="courses" data-test="CertificateCourses" class="css-tfeinr"><div class="cds-45 css-1mr904e"><div class="cds-45 css-0 cds-46 cds-63"><div class="cds-45 css-0 cds-47 cds-grid-item"><h2 data-test="courses-title" class="css-11z1q25">4 cursos en este programa de 4 meses</h2></div></div><div class="css-12f1gx4"><div data-test="CertificateCourse" class="css-pf1gsj"><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item"><p class="css-gsj8y0">Course 1 of 4</p></div></div><div data-test="CourseContent"><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item"><div><h3 class="css-83jpzw">Visualización y Storytelling</h3></div></div></div><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item"><div><h4 class="css-foha6z"> <!-- -->Overview</h4><div class="rc-Markdown styled"><p>En este curso se busca que los estudiantes se acerquen a diversas formas de narrar, a partir de datos, sus ideas de investigación y negocio a diferentes públicos. Aplican conocimientos básicos de análisis y modelado de datos enfocados a la visualización, haciendo énfasis en brindar comunicación persuasiva a las audiencias. </p></div></div></div></div><div id="cds-react-aria-9" class="css-1ya2d74"><button class="cds-149 cds-ShowMoreContainer-ctaButton cds-button-disableElevation cds-button-ghost css-1s96oj" tabindex="0" type="button" aria-controls="cds-react-aria-9-content" aria-expanded="false" id="cds-react-aria-9-cta"><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-ShowMoreContainer-ctaIcon css-1u8qly9" id="cds-react-aria-10"><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</span></button><div class="cds-152 cds-154" style="min-height:0px"><div class="cds-155"><div class="cds-156"><div aria-hidden="true" aria-labelledby="cds-react-aria-9-cta" class="cds-ShowMoreContainer-content cds-ShowMoreContainer-silent" id="cds-react-aria-9-content" role="region"><div class="cds-45 css-72o5ra cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item cds-114"><div><h4 class="css-s4hwhs"> <!-- -->What you will learn</h4><ul data-test="course-learn" class="css-tqriat"><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-11"><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>Elegir herramientas y ambientes de trabajo para la presentación de resultados.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-12"><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>Utilizar diferentes modos de visualización.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-13"><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>Modelar, documentar y visualizar la información.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-14"><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>Utilizar API: procesamiento y visualización con Python.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-15"><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>Producir dashboards en presentación web.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-16"><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>Presentar la información.</li></ul></div></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-114"><div data-test="course-projects"><h4 class="css-s4hwhs"> <!-- -->Project(s)</h4><div class="rc-Markdown styled"><p><strong>Proyecto Visualización y Storytelling</strong></p><p>En este proyecto, podrás aplicar las herramientas aprendidas para presentar la información de manera efectiva. Harás uso de las herramientas trabajadas en el curso para organizar, modelar y producir material de alta calidad para exponer mediante una presentación tipo pitch al final del curso.</p></div></div></div></div></div></div></div></div></div></div></div><div data-test="CertificateCourse" class="css-pf1gsj"><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item"><p class="css-gsj8y0">Course 2 of 4</p></div></div><div data-test="CourseContent"><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item"><div><h3 class="css-83jpzw">Introducción al Machine Learning</h3></div></div></div><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item"><div><h4 class="css-foha6z"> <!-- -->Overview</h4><div class="rc-Markdown styled"><p>El objetivo de este curso de tres créditos es introducir conceptos y técnicas básicas en Machine Learning para resolver problemas de analítica. Para ello, se presentan los conceptos básicos de la teoría de aprendizaje estadístico (statistical learning) y a través de casos reales se aplican técnicas básicas de Machine Learning para dar soporte a la toma de decisiones. Al finalizar el curso los estudiantes habrán avanzado en sus conocimientos para formular y programar modelos matemáticos descriptivos, predictivos, y prescriptivos para la toma de decisiones, así como extraer, transformar y cargar datos de fuentes estructuradas y no estructuradas con tecnologías para el manejo de grandes volúmenes de datos y cloud computing.</p></div></div></div></div><div id="cds-react-aria-17" class="css-1ya2d74"><button class="cds-149 cds-ShowMoreContainer-ctaButton cds-button-disableElevation cds-button-ghost css-1s96oj" tabindex="0" type="button" aria-controls="cds-react-aria-17-content" aria-expanded="false" id="cds-react-aria-17-cta"><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-ShowMoreContainer-ctaIcon css-1u8qly9" id="cds-react-aria-18"><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</span></button><div class="cds-152 cds-154" style="min-height:0px"><div class="cds-155"><div class="cds-156"><div aria-hidden="true" aria-labelledby="cds-react-aria-17-cta" class="cds-ShowMoreContainer-content cds-ShowMoreContainer-silent" id="cds-react-aria-17-content" role="region"><div class="cds-45 css-72o5ra cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item cds-114"><div><h4 class="css-s4hwhs"> <!-- -->What you will learn</h4><ul data-test="course-learn" class="css-tqriat"><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" 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>Aplicar estrategias de modelaje predictivo.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" 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>Implementar modelos de regresión lineales y regularización.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-21"><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>Implementar modelos de clasificación lineales.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-22"><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>Implementar modelos de regresión no lineales y reconocer la maldición de la dimensionalidad.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-23"><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>Implementar modelos basados en ensamblajes de árboles de decisión.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-24"><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>Implementar modelos de máquinas de soporte vectorial para regresión y clasificación.</li></ul></div></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-114"><div data-test="course-projects"><h4 class="css-s4hwhs"> <!-- -->Project(s)</h4><div class="rc-Markdown styled"><p><strong>Proyecto Introducción al Machine Learning</strong></p><p>En este proyecto podrás identificar e implementar los modelos pertinentes para cada situación problemática basado en sus ventajas y limitaciones. Además, estarás en capacidad de comunicar el producto de los modelos predictivos trabajados.</p></div></div></div></div></div></div></div></div></div></div></div><div data-test="CertificateCourse" class="css-pf1gsj"><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item"><p class="css-gsj8y0">Course 3 of 4</p></div></div><div data-test="CourseContent"><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item"><div><h3 class="css-83jpzw">Machine Learning y Procesamiento del Lenguaje Natural </h3></div></div></div><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item"><div><h4 class="css-foha6z"> <!-- -->Overview</h4><div class="rc-Markdown styled"><p>Este curso de tres créditos presenta una introducción a conceptos y técnicas fundamentales de machine learning y procesamiento del lenguaje natural (NLP) con un enfoque en problemas reales para su implementación en contextos organizacionales. Al finalizar el curso, el estudiante estará en capacidad de implementar sistemas productivos de Machine Learning para que puedan ser usados en diversos ambientes organizacionales.</p></div></div></div></div><div id="cds-react-aria-25" class="css-1ya2d74"><button class="cds-149 cds-ShowMoreContainer-ctaButton cds-button-disableElevation cds-button-ghost css-1s96oj" tabindex="0" type="button" aria-controls="cds-react-aria-25-content" aria-expanded="false" id="cds-react-aria-25-cta"><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-ShowMoreContainer-ctaIcon css-1u8qly9" id="cds-react-aria-26"><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</span></button><div class="cds-152 cds-154" style="min-height:0px"><div class="cds-155"><div class="cds-156"><div aria-hidden="true" aria-labelledby="cds-react-aria-25-cta" class="cds-ShowMoreContainer-content cds-ShowMoreContainer-silent" id="cds-react-aria-25-content" role="region"><div class="cds-45 css-72o5ra cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item cds-114"><div><h4 class="css-s4hwhs"> <!-- -->What you will learn</h4><ul data-test="course-learn" class="css-tqriat"><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-27"><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>Crear e implementar árboles de decisión y ensamblajes de forma manual.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-28"><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>Crear e implementar modelos de ensamblaje Random Forest y XGBoost.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-29"><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>Crear e implementar interfaces de Programación de Aplicaciones (APIs) en servicios de la nube para poder disponibilizar un modelo en un contexto organizacional.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-30"><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>Reconocer e implementar distintas técnicas para el preprocesamiento de textos en modelos NLP.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-31"><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>Crear e implementar modelos predictivos basados en datos de textos.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-32"><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>Implementar proyectos de NLP que abarquen el proceso de selección de datos, preprocesamiento, modelación, análisis de resultados y disponibilización.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-33"><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>Crear e implementar redes neuronales para modelos de clasificación, usando librerías especializadas en Python.</li></ul></div></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-114"><div data-test="course-projects"><h4 class="css-s4hwhs"> <!-- -->Project(s)</h4><div class="rc-Markdown styled"><p><strong>Proyecto Machine Learning y procesamiento del lenguaje natural</strong> </p><p>En este curso desarrollarás dos proyectos. En el primero tendrás que seleccionar y entrenar el modelo más apropiado para un problema propuesto en términos de desempeño. Además, tendrás que implementarlo en un sistema de producción para que pueda ser usado en un contexto organizacional.</p><p>En el segundo aplicarás el concepto de red neuronal, sus respectivos tipos y aplicaciones, particularmente para el procesamiento de texto, creando el mejor modelo de predicción de acuerdo al contexto particular de una organización. Así podrás implementar proyectos de analítica que abarquen el proceso de selección de datos, preprocesamiento, modelación, análisis de resultados y disponibilización.</p></div></div></div></div></div></div></div></div></div></div></div><div data-test="CertificateCourse" class="css-pf1gsj"><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item"><p class="css-gsj8y0">Course 4 of 4</p></div></div><div data-test="CourseContent"><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item"><div><h3 class="css-83jpzw">Optimización para la Toma de Decisiones</h3></div></div></div><div class="cds-45 css-0 cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item"><div><h4 class="css-foha6z"> <!-- -->Overview</h4><div class="rc-Markdown styled"><p>El curso de dos créditos comienza estableciendo la relación que tiene la optimización con la analítica de datos y los modelos prescriptivos. Durante el curso, el estudiante desarrolla habilidades para identificar situaciones problemáticas en las organizaciones susceptibles de ser mejoradas a través del uso de modelos de optimización. Semana a semana se presentan, de forma progresiva y a través de casos, las técnicas de modelado en optimización lineal que permiten tomar decisiones basadas en modelos prescriptivos. El curso desarrolla en el estudiante habilidades de implementación de los modelos en software especializado de optimización de acceso abierto y de uso cotidiano. Finalmente, el curso ilustra cómo los resultados de un modelo de optimización se pueden traducir y visualizar de forma convincente para que impacte la toma de decisiones en las organizaciones. Semanalmente, el estudiante aplicará lo aprendido en una práctica computacional basada en un caso de estudio. A través de videos, cuestionarios y lecturas complementarias, el estudiante se preparará para desarrollar la práctica computacional de la semana.</p></div></div></div></div><div id="cds-react-aria-34" class="css-1ya2d74"><button class="cds-149 cds-ShowMoreContainer-ctaButton cds-button-disableElevation cds-button-ghost css-1s96oj" tabindex="0" type="button" aria-controls="cds-react-aria-34-content" aria-expanded="false" id="cds-react-aria-34-cta"><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-ShowMoreContainer-ctaIcon css-1u8qly9" id="cds-react-aria-35"><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</span></button><div class="cds-152 cds-154" style="min-height:0px"><div class="cds-155"><div class="cds-156"><div aria-hidden="true" aria-labelledby="cds-react-aria-34-cta" class="cds-ShowMoreContainer-content cds-ShowMoreContainer-silent" id="cds-react-aria-34-content" role="region"><div class="cds-45 css-72o5ra cds-46"><div class="cds-45 css-0 cds-47 cds-grid-item cds-114"><div><h4 class="css-s4hwhs"> <!-- -->What you will learn</h4><ul data-test="course-learn" class="css-tqriat"><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-36"><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>Identificar situaciones susceptibles de ser mejoradas a través de modelos de optimización en un contexto real. </li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-37"><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>Estructurar los componentes de un modelo de optimización.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-38"><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>Formular matemáticamente un modelo de optimización a partir de una problemática real.</li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-39"><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>Implementar y resolver un modelo de optimización utilizando herramientas computacionales. </li><li><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="css-co66su" id="cds-react-aria-40"><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>Analizar, interpretar y comunicar los resultados de un modelo de optimización. </li></ul></div></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-114"><div data-test="course-projects"><h4 class="css-s4hwhs"> <!-- -->Project(s)</h4><div class="rc-Markdown styled"><p><strong>Prácticas Computacionales Optimización para la Toma de Decisiones</strong></p><p>Este curso tiene prácticas computacionales semanales en las que aprenderás vivencialmente lo que es hacer una iteración completa del ciclo de construcción de un problema de optimización orientado a la toma de decisiones. Iniciarás con la estructuración, y continuarás con el modelamiento matemático, la implementación computacional, el análisis de la solución y su visualización. Al contar con prácticas computacionales semanales, este curso no tiene un proyecto final.</p></div></div></div></div></div></div></div></div></div></div></div></div></div></div><div id="credit" data-test="EarnCreditSection" class="css-svxrpd"><div class="cds-45 css-1mr904e"><div data-test="EarnCreditDesktop"><div class="cds-45 css-0 cds-46 cds-63"><div class="cds-45 css-0 cds-47 cds-grid-item"><h2 data-test="earn-credit" class="css-1nu5s16">Gana créditos hacia un título</h2><div class="css-pgrhf6"><div class="rc-Markdown styled"><p>Para ingresar a la <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/degrees/maestria-analitica-de-datos-uniandes","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/degrees/maestria-analitica-de-datos-uniandes" href="https://www.coursera.org/degrees/maestria-analitica-de-datos-uniandes" to="https://www.coursera.org/degrees/maestria-analitica-de-datos-uniandes" target="_blank">Maestría en Inteligencia Analítica de Datos</a>, el estudiante deberá seguir el proceso de admisión establecido por la Universidad de los Andes. Si completa los 8 créditos del MasterTrack, no será necesario que presente el examen de admisión, sin embargo, debe haber obtenido un promedio ponderado en el MasterTrack superior a 4.0.</p><p>Si el estudiante es admitido, podrá solicitar la homologación de los cursos aprobados hasta por un máximo de 8 créditos.</p><p>Si el estudiante no completó el MasterTrack, pero desea presentarse al posgrado, deberá presentar el examen de admisión. Si es admitido, se aprueban y homologan los cursos cuya nota sea igual o mayor a 3.0 sobre 5.0, siempre y cuando el ponderado total de las notas de los 4 cursos sea igual o mayor a 4.0 sobre 5.0. </p></div></div></div></div><div class="cds-45 css-dcczt0 cds-46"><div style="background-image:url(https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera_assets.s3.amazonaws.com/mtdp/Arrow-Line.png?auto=format%2Ccompress&dpr=1)" class="css-ah3cga"></div><div class="cds-45 css-1dofref cds-47 cds-grid-item cds-113"><div class="css-188hd2d"><div data-test="partner-logo-container" class="css-xi7aaj"><img src="https://images.ctfassets.net/wp1lcwdav1p1/6XrQyK9ivOTp2BzKOQTGnz/e1180207e2db35d1ae528ddea6fbb357/LOGOS_Ingenieri__a_Uniandes_2018-_Color.png?q=60" alt="Universidad de los Andes" data-test="partner-logo" class="css-15slln9"/></div><p data-test="certificate-type" class="css-1kj99p9">Certificado MasterTrack®</p><p data-test="certificate-name" class="css-5rbztl">Analítica de Datos: visualización, predicción y toma de decisiones Programa de Certificado MasterTrack®</p></div></div><div class="cds-45 css-0 cds-47 cds-grid-item cds-114"><div style="background-image:url(https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera_assets.s3.amazonaws.com/mtdp/EarnCreditStudent.jpg?auto=format%2Ccompress&dpr=1)" class="css-ppuxb3"></div><div class="css-p467kk"><p class="css-1uml34">Analítica de Datos: visualización, predicción y toma de decisiones Programa de Certificado MasterTrack® Certificado MasterTrack®<!-- --> <strong>Gana crédito hacia la:</strong></p><div data-test="stackable-destination" class="css-1mdrza0"><div data-test="partner-square-logo-container" class="css-wuoph5"><img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera-university-assets.s3.amazonaws.com/f2/1e0fc0666311e5bb98e7bc1b66e0e4/uniandessquare.png?auto=format%2Ccompress&dpr=1" alt="Universidad de los Andes" class="css-1p2704m"/></div><div><a href="https://www.coursera.org/degrees/maestria-analitica-de-datos-uniandes" data-test="stackable-destination-link" class="css-89fcrv">Maestría en Inteligencia Analítica de Datos</a><span data-test="is-stackable"> (<!-- -->100% online<!-- -->)</span></div></div><div data-test="earn-credit-fine-print" class="css-tonk4r">Si aplicas y eres admitido a la Maestría de Inteligencia Analítica de Datos de la Universidad de Los Andes, puedes homologar los cursos del MasterTrack teniendo en cuenta las siguientes condiciones: 1. La nota final individual de cada curso sea superior a 3.00 sobre 5.00. | 2. El promedio ponderado de las notas finales de los cursos que se desean homologar sea igual o superior a 3.5 sobre 5.0. | 3. El total de créditos, del conjunto total de cursos, a homologar no debe ser superior a 16 créditos. El MasterTrack en Analítica de Datos está compuesto por 4 cursos que suman un total de 10 créditos.</div></div></div></div></div></div></div><div id="instructors" data-test="CertificateInstructorsList" data-e2e="instructors" class="css-1anqm8t"><div class="cds-45 css-1mr904e"><div class="cds-45 css-0 cds-46 cds-63"><div class="cds-45 css-0 cds-47 cds-grid-item"><h2 class="css-1h5tk39">Instructors</h2></div></div><div class="cds-45 css-0 cds-46"><div class="css-1np6xzg"><div><div data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="carousel" class="rc-Carousel stepped" role="presentation"><span data-testid="visually-hidden" class="rc-A11yScreenReaderOnly css-1whdyhf"><div style="display:none" aria-atomic="true" aria-live="assertive"></div></span><div class="slick-slider slick-initialized"><div class="slick-list"><div class="slick-track" style="width:100%;left:25%"><div data-index="0" class="slick-slide slick-active slick-center slick-current" tabindex="-1" aria-hidden="false" style="outline:none;width:50%"></div><div data-index="1" class="slick-slide slick-active" tabindex="-1" aria-hidden="false" style="outline:none;width:50%"></div></div></div></div></div></div></div></div></div></div><div id="faq" data-test="CertificateFAQs" class="css-dswg0e"><div class="cds-45 css-6fbkzn"><h2 class="css-1fmgkyl">Frequently asked questions</h2><div class="rc-Faqs"><div class="rc-FaqsSchemaMarkup"><div> <script type="application/ld+json"> {"@context":"http://schema.org","@type":"FAQPage","mainEntity":[{"@type":"Question","name":"¿Por qué obtener su Certificado MasterTrack® de la Universidad de los Andes?","acceptedAnswer":{"@type":"Answer","text":"Desde 1948, la Universidad de los Andes se ha posicionado en los niveles más altos de la región e internacionalmente. En la última década, ha estado entre las 10 mejores universidades de Latinoamérica y actualmente se encuentra como la quinta universidad de la región, según el ranking QS 2022, situándose entre el 1% de las mejores universidades del mundo. Actualmente tiene más de 19,000 estudiantes de pregrado y posgrado y 750 profesores de tiempo completo, siendo la Facultad de Ingeniería la unidad más grande con 10 pregrados, 20 maestrías, 3 especializaciones y 2 doctorados."}},{"@type":"Question","name":"¿Cuándo tendré acceso al contenido y los cursos del programa?","acceptedAnswer":{"@type":"Answer","text":"Tendrás acceso el día del inicio de clases de cada curso, de acuerdo con el calendario académico de la universidad. Luego de que hayas inscrito los cursos y se procese tu pago del MasterTrack.Al iniciar cada curso tendrás la posibilidad de interactuar con el equipo docente de cada curso, y mantener una comunicación frecuente durante tu proceso de aprendizaje y desarrollo del curso.En cada curso tendrás diferentes canales de comunicación y podrás hacer las preguntas que quieras al equipo docente.Durante cada curso desarrollarás habilidades de trabajo en equipo ya que los proyectos y algunas actividades evaluativas y formativas se realizan en equipo con otros compañeros del programa.Una vez enlaces tu cuenta Uniandes en la plataforma de Coursera, podrás acceder al Curso de inducción, donde te presentaremos el programa, al equipo de profesores, los horarios de las clases, la experiencia de aprendizaje, los servicios de estudiantes, las políticas y otros recursos importantes para que completes con éxito el programa. Este Curso de inducción es obligatorio y debe ser completado y aprobado antes de la fecha de inicio de clases. Si no lo completas, no podrás acceder a los contenidos de los cursos del primer ciclo de la maestría ni ingresar a las sesiones sincrónicas."}},{"@type":"Question","name":"¿Puedo tomar este programa gratis?","acceptedAnswer":{"@type":"Answer","text":"No. La certificación y acceso al contenido del MasterTrack® está disponible solo para estudiantes que han pagado el costo total del programa MasterTrack."}},{"@type":"Question","name":"¿Cuál es la política de reembolso?","acceptedAnswer":{"@type":"Answer","text":"Para los cursos de MasterTrack se reembolsa el 100% de la matrícula hasta una semana antes de iniciar el programa. Una vez iniciado el ciclo, el estudiante tiene hasta la segunda semana de clase para solicitar el 80% del reembolso. Si el estudiante realizó el pago a su nombre: Debe enviar su solicitud a través de este canal solicitando la devolución y adjuntando los siguientes documentos:Copia de documento de identificación por ambas caras.Certificación de Cuenta bancaria, con fecha de expedición no mayor a treinta (30) días.Dirección y teléfono de correspondencia.Tiempo del proceso de devoluciónSi la devolución es internacional, una vez recibida la solicitud de devolución, se envía al solicitante el formato de giros al exterior si es de Estados Unidos se debe incluir el código ABA.El tiempo establecido por la Universidad de los Andes para las devoluciones nacionales es de 15 a 20 días hábiles después de enviado los documentos, para las internacionales es de 20 a 24 días. Es importante tener en cuenta que solamente se realizan devoluciones a cuentas bancarias."}},{"@type":"Question","name":"¿Hay becas o algún tipo de ayuda financiera disponible para este programa?","acceptedAnswer":{"@type":"Answer","text":"En este momento no tenemos ningún tipo de asistencia financiera disponible para los Certificados MasterTrack®, sin embargo podemos apoyarte expidiendo un recibo de pago, si el pago lo realizarás con apoyo de una empresa o a través de cesantías."}},{"@type":"Question","name":"¿Cualquier persona puede inscribirse en este programa de certificado MasterTrack®?","acceptedAnswer":{"@type":"Answer","text":"Sí, pero es importante que tengas conocimientos en probabilidad, estadística y programación en Python o R. Uniandes ofrece Cursos en línea masivos y abiertos, MOOC (por sus siglas en inglés) a los cuales puedes acceder de manera gratuita, sobre probabilidad y estadística y programación para que refuerces estos conocimientos. También es indispensable que tengas un nivel intermedio de comprensión de lectura en inglés, pues gran parte del material teórico que apoya las clases está disponible en este idioma."}},{"@type":"Question","name":"¿Qué tan flexible es el horario de estudio y cuántas horas de estudio a la semana en promedio necesito dedicarle?","acceptedAnswer":{"@type":"Answer","text":"El MasterTrack® está compuesto por 4 cursos que se dividen en 2 ciclos de 8 semanas. Cada curso demanda una dedicación entre 12 a 16 horas semanales, incluyendo las sesiones sincrónicas, videos, foros, cuestionarios, tareas, proyectos y demás actividades individuales o que requieran trabajo grupal."}},{"@type":"Question","name":"¿Cuál será el título de grado que voy a recibir una vez finalice con el programa?","acceptedAnswer":{"@type":"Answer","text":"Este programa MasterTrack, no otorga un título de grado formal. La Dirección de Educación Continua de la Universidad de los Andes otorgará un certificado a aquellas personas que cumplan con los requisitos de aprobación del programa MasterTrack. Este certificado no incluye las calificaciones y se entregará 15 días hábiles después de la finalización del MasterTrack."}},{"@type":"Question","name":"¿Debo asistir a todas las sesiones sincrónicas?","acceptedAnswer":{"@type":"Answer","text":"Las sesiones en vivo, sincrónicas, tienen dos horarios disponibles cada semana con la misma temática para que puedas escoger el de tu preferencia. Tu participación no es obligatoria."}},{"@type":"Question","name":"Si me admiten a la maestría y me homologan el segundo semestre que aprobé a través del MasterTrack, ¿cambia mi plan de estudios para la maestría?","acceptedAnswer":{"@type":"Answer","text":"Si tu interés es culminar la maestría en un total de 2 años, deberás acogerte al plan de estudios diseñado para los estudiantes que son admitidos y homologan los cursos vistos en el MasterTrack, teniendo presente la oferta anual de las materias del pensum y los prerrequisitos de cada una de ellas. La presentación de este plan de estudios hace parte del curso de inducción que debes realizar antes del inicio de clases de la maestría."}},{"@type":"Question","name":"¿Qué pasa si por alguna razón no logro completar el programa en 4 meses?","acceptedAnswer":{"@type":"Answer","text":"Al finalizar el MasterTrack® y aprobar todos los cursos recibirás un certificado formal del programa por Educación Continúa Uniandes. Si por el contrario no finalizas el programa completo, podrás tener el certificado de nota de los cursos que termines con una nota superior 3.0."}}]} </script> </div></div><div id="cds-react-aria-41" class="faqList css-1jcy7xi"><div data-testid="visually-hidden" aria-live="polite" id="cds-react-aria-41-expanded-descriptor" tabindex="-1" class="css-1whdyhf"></div><div aria-label="Collapsed" class="cds-ShowMoreList-listContainer" id="cds-react-aria-41-listContainer" role="list"><div aria-posinset="1" aria-setsize="11" role="listitem"><div class="rc-Faq"><button data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="toggle_faq_0" id="faq-0" class="question" aria-expanded="false" aria-controls="faq-detail-0" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s">¿Por qué obtener su Certificado MasterTrack® de la Universidad de los Andes?<!-- --></h3></button><div id="faq-detail-0" class="transitionContainer" aria-labelledby="faq-0" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer"><p>Desde 1948, la Universidad de los Andes se ha posicionado en los niveles más altos de la región e internacionalmente. En la última década, ha estado entre las 10 mejores universidades de Latinoamérica y actualmente se encuentra como la quinta universidad de la región, según el ranking QS 2022, situándose entre el 1% de las mejores universidades del mundo. Actualmente tiene más de 19,000 estudiantes de pregrado y posgrado y 750 profesores de tiempo completo, siendo la Facultad de Ingeniería la unidad más grande con 10 pregrados, 20 maestrías, 3 especializaciones y 2 doctorados. <!-- --></p></div></div></div></div></div><div aria-posinset="2" aria-setsize="11" role="listitem"><div class="rc-Faq"><button data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="toggle_faq_1" id="faq-1" class="question" aria-expanded="false" aria-controls="faq-detail-1" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s">¿Cuándo tendré acceso al contenido y los cursos del programa? <!-- --></h3></button><div id="faq-detail-1" class="transitionContainer" aria-labelledby="faq-1" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer"><p>Tendrás acceso el día del inicio de clases de cada curso, de acuerdo con el <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://registro.uniandes.edu.co/index.php/calendario-academico/calendario-academico-2023-para-cursos-de-8-semanas","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://registro.uniandes.edu.co/index.php/calendario-academico/calendario-academico-2023-para-cursos-de-8-semanas" href="https://registro.uniandes.edu.co/index.php/calendario-academico/calendario-academico-2023-para-cursos-de-8-semanas" to="https://registro.uniandes.edu.co/index.php/calendario-academico/calendario-academico-2023-para-cursos-de-8-semanas" target="_blank">calendario académico</a> de la universidad. Luego de que hayas inscrito los cursos y se procese tu pago del MasterTrack.</p><p>Al iniciar cada curso tendrás la posibilidad de interactuar con el equipo docente de cada curso, y mantener una comunicación frecuente durante tu proceso de aprendizaje y desarrollo del curso.</p><p>En cada curso tendrás diferentes canales de comunicación y podrás hacer las preguntas que quieras al equipo docente.</p><p>Durante cada curso desarrollarás habilidades de trabajo en equipo ya que los proyectos y algunas actividades evaluativas y formativas se realizan en equipo con otros compañeros del programa.</p><p>Una vez enlaces tu cuenta Uniandes en la plataforma de Coursera, podrás acceder al Curso de inducción, donde te presentaremos el programa, al equipo de profesores, los horarios de las clases, la experiencia de aprendizaje, los servicios de estudiantes, las políticas y otros recursos importantes para que completes con éxito el programa. Este Curso de inducción es obligatorio y debe ser completado y aprobado antes de la fecha de inicio de clases. Si no lo completas, no podrás acceder a los contenidos de los cursos del primer ciclo de la maestría ni ingresar a las sesiones sincrónicas.<!-- --></p></div></div></div></div></div><div aria-posinset="3" aria-setsize="11" role="listitem"><div class="rc-Faq"><button data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="toggle_faq_2" id="faq-2" class="question" aria-expanded="false" aria-controls="faq-detail-2" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s">¿Puedo tomar este programa gratis?<!-- --></h3></button><div id="faq-detail-2" class="transitionContainer" aria-labelledby="faq-2" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer"><p>No. La certificación y acceso al contenido del MasterTrack® está disponible solo para estudiantes que han pagado el costo total del programa MasterTrack.<!-- --></p></div></div></div></div></div><div class="cds-152 cds-ShowMoreList-collapseContainer cds-154" style="min-height:0px"><div class="cds-155"><div class="cds-156"><div aria-hidden="true" aria-posinset="4" aria-setsize="11" class="cds-ShowMoreList-firstExpandedItem" role="listitem" tabindex="-1"><div class="rc-Faq"><button data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="toggle_faq_3" id="faq-3" class="question" aria-expanded="false" aria-controls="faq-detail-3" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s">¿Cuál es la política de reembolso?<!-- --></h3></button><div id="faq-detail-3" class="transitionContainer" aria-labelledby="faq-3" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer"><p>Para los cursos de MasterTrack se reembolsa el 100% de la matrícula hasta una semana antes de iniciar el programa. Una vez iniciado el ciclo, el estudiante tiene hasta la segunda semana de clase para solicitar el 80% del reembolso. </p><p><strong>Si el estudiante realizó el pago a su nombre:</strong> Debe enviar su solicitud a través de este <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://uniandesheda.force.com/Admisiones/s/proceso-miad","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://uniandesheda.force.com/Admisiones/s/proceso-miad" href="https://uniandesheda.force.com/Admisiones/s/proceso-miad" to="https://uniandesheda.force.com/Admisiones/s/proceso-miad" target="_blank">canal</a> solicitando la devolución y adjuntando los siguientes documentos:</p><ul role="list"><li role="listitem">Copia de documento de identificación por ambas caras.</li><li role="listitem">Certificación de Cuenta bancaria, con fecha de expedición no mayor a treinta (30) días.</li><li role="listitem">Dirección y teléfono de correspondencia.</li></ul><p><strong>Tiempo del proceso de devolución</strong></p><ul role="list"><li role="listitem">Si la devolución es internacional, una vez recibida la solicitud de devolución, se envía al solicitante el formato de giros al exterior si es de Estados Unidos se debe incluir el código ABA.</li><li role="listitem">El tiempo establecido por la Universidad de los Andes para las devoluciones nacionales es de 15 a 20 días hábiles después de enviado los documentos, para las internacionales es de 20 a 24 días. Es importante tener en cuenta que solamente se realizan devoluciones a cuentas bancarias. <!-- --></li></ul></div></div></div></div></div><div aria-hidden="true" aria-posinset="5" aria-setsize="11" class="" role="listitem"><div class="rc-Faq"><button data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="toggle_faq_4" id="faq-4" class="question" aria-expanded="false" aria-controls="faq-detail-4" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s">¿Hay becas o algún tipo de ayuda financiera disponible para este programa?<!-- --></h3></button><div id="faq-detail-4" class="transitionContainer" aria-labelledby="faq-4" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer"><p>En este momento no tenemos ningún tipo de asistencia financiera disponible para los Certificados MasterTrack®, sin embargo podemos apoyarte expidiendo un recibo de pago, si el pago lo realizarás con apoyo de una empresa o a través de cesantías.<!-- --></p></div></div></div></div></div><div aria-hidden="true" aria-posinset="6" aria-setsize="11" class="" role="listitem"><div class="rc-Faq"><button data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="toggle_faq_5" id="faq-5" class="question" aria-expanded="false" aria-controls="faq-detail-5" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s">¿Cualquier persona puede inscribirse en este programa de certificado MasterTrack®? <!-- --></h3></button><div id="faq-detail-5" class="transitionContainer" aria-labelledby="faq-5" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer"><p>Sí, pero es importante que tengas conocimientos en <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/learn/probabilidad","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/learn/probabilidad" href="https://www.coursera.org/learn/probabilidad" to="https://www.coursera.org/learn/probabilidad" target="_blank">probabilidad</a>, <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/learn/estadistica-aplicada-fundamentos","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/learn/estadistica-aplicada-fundamentos" href="https://www.coursera.org/learn/estadistica-aplicada-fundamentos" to="https://www.coursera.org/learn/estadistica-aplicada-fundamentos" target="_blank">estadística</a> y programación en <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://www.coursera.org/learn/programacion-python","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://www.coursera.org/learn/programacion-python" href="https://www.coursera.org/learn/programacion-python" to="https://www.coursera.org/learn/programacion-python" target="_blank">Python</a> o R. Uniandes ofrece Cursos en línea masivos y abiertos, MOOC (por sus siglas en inglés) a los cuales puedes acceder de manera gratuita, sobre probabilidad y estadística y programación para que refuerces estos conocimientos. También es indispensable que tengas un nivel intermedio de comprensión de lectura en inglés, pues gran parte del material teórico que apoya las clases está disponible en este idioma.<!-- --></p></div></div></div></div></div><div aria-hidden="true" aria-posinset="7" aria-setsize="11" class="" role="listitem"><div class="rc-Faq"><button data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="toggle_faq_6" id="faq-6" class="question" aria-expanded="false" aria-controls="faq-detail-6" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s">¿Qué tan flexible es el horario de estudio y cuántas horas de estudio a la semana en promedio necesito dedicarle?<!-- --></h3></button><div id="faq-detail-6" class="transitionContainer" aria-labelledby="faq-6" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer"><p>El MasterTrack® está compuesto por 4 cursos que se dividen en 2 ciclos de 8 semanas. Cada curso demanda una dedicación entre 12 a 16 horas semanales, incluyendo las sesiones sincrónicas, videos, foros, cuestionarios, tareas, proyectos y demás actividades individuales o que requieran trabajo grupal.<!-- --></p></div></div></div></div></div><div aria-hidden="true" aria-posinset="8" aria-setsize="11" class="" role="listitem"><div class="rc-Faq"><button data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="toggle_faq_7" id="faq-7" class="question" aria-expanded="false" aria-controls="faq-detail-7" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s">¿Cuál será el título de grado que voy a recibir una vez finalice con el programa?<!-- --></h3></button><div id="faq-detail-7" class="transitionContainer" aria-labelledby="faq-7" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer"><p>Este programa MasterTrack, no otorga un título de grado formal. La Dirección de Educación Continua de la Universidad de los Andes otorgará un certificado a aquellas personas que cumplan con los requisitos de aprobación del programa MasterTrack. Este certificado no incluye las calificaciones y se entregará 15 días hábiles después de la finalización del MasterTrack.<!-- --></p></div></div></div></div></div><div aria-hidden="true" aria-posinset="9" aria-setsize="11" class="" role="listitem"><div class="rc-Faq"><button data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="toggle_faq_8" id="faq-8" class="question" aria-expanded="false" aria-controls="faq-detail-8" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s">¿Debo asistir a todas las sesiones sincrónicas?<!-- --></h3></button><div id="faq-detail-8" class="transitionContainer" aria-labelledby="faq-8" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer"><p>Las sesiones en vivo, sincrónicas, tienen dos horarios disponibles cada semana con la misma temática para que puedas escoger el de tu preferencia. Tu participación no es obligatoria.<!-- --></p></div></div></div></div></div><div aria-hidden="true" aria-posinset="10" aria-setsize="11" class="" role="listitem"><div class="rc-Faq"><button data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="toggle_faq_9" id="faq-9" class="question" aria-expanded="false" aria-controls="faq-detail-9" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s">Si me admiten a la maestría y me homologan el segundo semestre que aprobé a través del MasterTrack, ¿cambia mi plan de estudios para la maestría?<!-- --></h3></button><div id="faq-detail-9" class="transitionContainer" aria-labelledby="faq-9" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer"><p>Si tu interés es culminar la maestría en un total de 2 años, deberás acogerte al plan de estudios diseñado para los estudiantes que son admitidos y homologan los cursos vistos en el MasterTrack, teniendo presente la oferta anual de las materias del pensum y los prerrequisitos de cada una de ellas. La presentación de este plan de estudios hace parte del curso de inducción que debes realizar antes del inicio de clases de la maestría.<!-- --></p></div></div></div></div></div><div aria-hidden="true" aria-posinset="11" aria-setsize="11" class="" role="listitem"><div class="rc-Faq"><button data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="toggle_faq_10" id="faq-10" class="question" aria-expanded="false" aria-controls="faq-detail-10" type="button"><svg aria-hidden="true" class="_ufjrdd" style="fill:#2A73CC;height:24px;width:24px;transform:rotate(0deg)" viewBox="0 0 48 48" role="img" aria-labelledby="ChevronRightdefault ChevronRightdefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="ChevronRightdefault">Chevron Right</title><polygon transform="translate(23.999500, 24.000000) scale(-1, 1) translate(-23.999500, -24.000000)" points="16 24 30.585 40 31.999 38.586 18.828 24 31.999 9.415 30.585 8" role="presentation"></polygon></svg><h3 class="p-l-1s">¿Qué pasa si por alguna razón no logro completar el programa en 4 meses?<!-- --></h3></button><div id="faq-detail-10" class="transitionContainer" aria-labelledby="faq-10" role="region" aria-hidden="true" style="height:84px;overflow:hidden;transition:height 0.3s cubic-bezier(0.23, 1, 0.32, 1)"><div><div class="rc-Markdown styled answer"><p>Al finalizar el MasterTrack® y aprobar todos los cursos recibirás un certificado formal del programa por Educación Continúa Uniandes. Si por el contrario no finalizas el programa completo, podrás tener el certificado de nota de los cursos que termines con una nota superior 3.0.<!-- --></p></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-41-listContainer" aria-expanded="false" aria-label="11 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-1u8qly9" id="cds-react-aria-42"><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 11 frequently asked questions</span></button></div></div><div data-test="faq-contact-info" class="css-rpt8pb"><div class="rc-Markdown styled"><p>¿Tienes dudas? <a data-click-key="premium_certificate.mastertrack.click.link_in_contentful" data-click-value="{"href":"https://uniandesheda.force.com/Admisiones/s/proceso-miad","namespace":{"action":"click","app":"premium_certificate","component":"link_in_contentful","page":"mastertrack"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="premium_certificate" data-track-page="mastertrack" data-track-action="click" data-track-component="link_in_contentful" data-track-href="https://uniandesheda.force.com/Admisiones/s/proceso-miad" href="https://uniandesheda.force.com/Admisiones/s/proceso-miad" to="https://uniandesheda.force.com/Admisiones/s/proceso-miad" target="_blank">Envíanos tus dudas y solicitudes a través de este canal</a></p></div></div></div></div><div data-test="CertificateDisclaimer"><div class="cds-45 css-utl2wj"><div class="rc-Markdown styled"><p>Coursera no otorga crédito académico; la decisión de otorgar, aceptar o reconocer crédito académico, y el proceso para otorgar dicho crédito, estan sujetos a la absoluta discreción de las instituciones académicas que ofrecen el programa de Certificado MasterTrack® y / u otras instituciones que determinen que completar el Certificado MasterTrack® conduzca a la obtención de crédito académico. Completar un programa de Certificado de MasterTrack® no garantiza la admisión al programa de Maestría completo al que se hace referencia aquí, ni a ningún otro programa de grado.</p></div></div></div></main><div class="page-footer-container" role="contentinfo"><footer class="rc-SeoGlobalFooter lohp-rebrand" data-e2e="page-footer" data-catchpoint="page-footer"><p class="cds-7 sr-only css-1825nsb cds-9">Coursera Footer</p><div class="cds-37 css-1cxrrkn cds-38 cds-43"><div class="cds-45 css-1kspkkz cds-46"><div class="cds-45 rc-SeoGlobalFooter__content lohp-rebrand css-0 cds-46"><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">Get Started with AI</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="..click.seo_directory_link" 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","disclaimer":"Coursera no otorga crédito académico; la decisión de otorgar, aceptar o reconocer crédito académico, y el proceso para otorgar dicho crédito, estan sujetos a la absoluta discreción de las instituciones académicas que ofrecen el programa de Certificado MasterTrack® y \u002F u otras instituciones que determinen que completar el Certificado MasterTrack® conduzca a la obtención de crédito académico. 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Los créditos que apruebes pueden ser homologados en la [Maestría en Inteligencia Analítica de Datos](https:\u002F\u002Fwww.coursera.org\u002Fdegrees\u002Fmaestria-analitica-de-datos-uniandes).\n","emailMeFormHeaderText":"## Último paso\nAl hacer clic en el botón que aparece a continuación, doy mi consentimiento para recibir llamadas o mensajes de texto de Coursera sobre oportunidades educativas.","emailMeConfirmationText":"__¡Has dado el primer paso!__\n\nGracias por tu interés en el Certificado MasterTrack® de la Universidad de los Andes. Pronto te estaremos enviando información adicional por correo electrónico.","productEnrollmentFlow":"External Application Link"},"atAGlance":{"__typename":"AtAGlance","programStartDate":"Ciclo 1: 21 de enero al 15 de marzo de 2025 Ciclo 2: 25 de marzo al 24 de mayo de 2025","programEnrollmentDate":"Fecha de inicio de los cursos","programFutureDates":null,"timeFrame":"4 meses","hoursPerWeek":"30 horas aprox. de estudio por semana al tomar 2 cursos en simultáneo. ","tuition":"$6.530.000 | $1,450 USD*","tuitionCaption":"Costo por ciclo de 5 créditos (8 créditos en total) | Precios para 2024, sujetos al aumento de tarifa anual.","paymentDetails":"Forma de pago en 2 cuotas: 50 % al momento de inscribirte y el 50 % restante al finalizar el primer ciclo de 8 semanas. \n\n*El precio en dólares es aproximado y orientativo para estudiantes fuera de Colombia. El costo final podrá variar de acuerdo con la TRM (Tasa Representativa del Mercado) del día en que realices el pago en la moneda extranjera de tu preferencia.\n","location":"100% en línea","locationCaption":"Con sesiones en vivo y canales de comunicación con el equipo académico del curso. "},"navigationElementsCollection":{"__typename":"PremiumCertificatePageContentNavigationElementsCollection","items":[]},"overviewTitle":"Conviértete en un experto técnico en Inteligencia Analítica","overviewValuePropOne":"### La Universidad de los Andes hace parte del 1% de las mejores universidades del mundo\nDesde 1948, se ha posicionado en los niveles más altos de la región e internacionalmente. En la última década, Uniandes ha estado entre las 10 mejores universidades de Latinoamérica y actualmente se encuentra como la quinta universidad de la región, según el ranking QS 2022.","overviewValuePropOneIcon":"Trophy","overviewValuePropTwo":"### Obtén créditos para un título de maestría \nSi eres admitido a la Maestría de Inteligencia Analítica de Datos de la Universidad de los Andes, los créditos ya vistos en este MasterTrack podrán ser homologados, de acuerdo al cumplimiento de los requisitos de homologación. El MasterTrack en Analítica de Datos tiene un total de 10 créditos, de los 36 créditos que componen la maestría.","overviewValuePropTwoIcon":"Graduation Cap","overviewValuePropThree":"### Una sesión en vivo a la semana en cada curso y canales de comunicación para apoyarte en el proceso de aprendizaje \nCada curso te ofrece dos horarios para que puedas escoger el de tu preferencia. Interactúa con profesores y estudiantes para ampliar tu red profesional.\n","overviewValuePropThreeIcon":"Institution","overviewVisual":{"__typename":"Asset","url({\"transform\":{\"quality\":60}})":"https:\u002F\u002Fimages.ctfassets.net\u002Fwp1lcwdav1p1\u002F2CUbULaq9mEfSSIq6lsCUu\u002Fb8ec58abf5106bf9bf75b17da09c39c0\u002FWhat_is_data_analysis.png?q=60","title":null},"earnCreditTitle":"Gana créditos hacia un título","earnCreditDescription":"Para ingresar a la [Maestría en Inteligencia Analítica de Datos](https:\u002F\u002Fwww.coursera.org\u002Fdegrees\u002Fmaestria-analitica-de-datos-uniandes), el estudiante deberá seguir el proceso de admisión establecido por la Universidad de los Andes. Si completa los 8 créditos del MasterTrack, no será necesario que presente el examen de admisión, sin embargo, debe haber obtenido un promedio ponderado en el MasterTrack superior a 4.0.\n\nSi el estudiante es admitido, podrá solicitar la homologación de los cursos aprobados hasta por un máximo de 8 créditos.\n\nSi el estudiante no completó el MasterTrack, pero desea presentarse al posgrado, deberá presentar el examen de admisión. Si es admitido, se aprueban y homologan los cursos cuya nota sea igual o mayor a 3.0 sobre 5.0, siempre y cuando el ponderado total de las notas de los 4 cursos sea igual o mayor a 4.0 sobre 5.0. ","earnCreditTowardsText":"Gana crédito hacia la","earnCreditFinePrint":"Si aplicas y eres admitido a la Maestría de Inteligencia Analítica de Datos de la Universidad de Los Andes, puedes homologar los cursos del MasterTrack teniendo en cuenta las siguientes condiciones:\n\n1. La nota final individual de cada curso sea superior a 3.00 sobre 5.00. | \n2. El promedio ponderado de las notas finales de los cursos que se desean homologar sea igual o superior a 3.5 sobre 5.0. | \n3. El total de créditos, del conjunto total de cursos, a homologar no debe ser superior a 16 créditos. El MasterTrack en Analítica de Datos está compuesto por 4 cursos que suman un total de 10 créditos.","stackableDestinationName":"Maestría en Inteligencia Analítica de Datos","stackableDestinationUrl":"https:\u002F\u002Fwww.coursera.org\u002Fdegrees\u002Fmaestria-analitica-de-datos-uniandes","isStackableDestination100Online":true,"faqsCollection":{"__typename":"PremiumCertificatePageContentFaqsCollection","items":[{"__typename":"Faq","answer":"Desde 1948, la Universidad de los Andes se ha posicionado en los niveles más altos de la región e internacionalmente. En la última década, ha estado entre las 10 mejores universidades de Latinoamérica y actualmente se encuentra como la quinta universidad de la región, según el ranking QS 2022, situándose entre el 1% de las mejores universidades del mundo. Actualmente tiene más de 19,000 estudiantes de pregrado y posgrado y 750 profesores de tiempo completo, siendo la Facultad de Ingeniería la unidad más grande con 10 pregrados, 20 maestrías, 3 especializaciones y 2 doctorados.\n","question":"¿Por qué obtener su Certificado MasterTrack® de la Universidad de los Andes?"},{"__typename":"Faq","answer":"Tendrás acceso el día del inicio de clases de cada curso, de acuerdo con el [calendario académico](https:\u002F\u002Fregistro.uniandes.edu.co\u002Findex.php\u002Fcalendario-academico\u002Fcalendario-academico-2023-para-cursos-de-8-semanas) de la universidad. Luego de que hayas inscrito los cursos y se procese tu pago del MasterTrack.\n\nAl iniciar cada curso tendrás la posibilidad de interactuar con el equipo docente de cada curso, y mantener una comunicación frecuente durante tu proceso de aprendizaje y desarrollo del curso.\n\nEn cada curso tendrás diferentes canales de comunicación y podrás hacer las preguntas que quieras al equipo docente.\n\nDurante cada curso desarrollarás habilidades de trabajo en equipo ya que los proyectos y algunas actividades evaluativas y formativas se realizan en equipo con otros compañeros del programa.\n\nUna vez enlaces tu cuenta Uniandes en la plataforma de Coursera, podrás acceder al Curso de inducción, donde te presentaremos el programa, al equipo de profesores, los horarios de las clases, la experiencia de aprendizaje, los servicios de estudiantes, las políticas y otros recursos importantes para que completes con éxito el programa. Este Curso de inducción es obligatorio y debe ser completado y aprobado antes de la fecha de inicio de clases. Si no lo completas, no podrás acceder a los contenidos de los cursos del primer ciclo de la maestría ni ingresar a las sesiones sincrónicas.","question":"¿Cuándo tendré acceso al contenido y los cursos del programa? "},{"__typename":"Faq","answer":"No. La certificación y acceso al contenido del MasterTrack® está disponible solo para estudiantes que han pagado el costo total del programa MasterTrack.","question":"¿Puedo tomar este programa gratis?"},{"__typename":"Faq","answer":"Para los cursos de MasterTrack se reembolsa el 100% de la matrícula hasta una semana antes de iniciar el programa. Una vez iniciado el ciclo, el estudiante tiene hasta la segunda semana de clase para solicitar el 80% del reembolso. \n\n__Si el estudiante realizó el pago a su nombre:__ Debe enviar su solicitud a través de este [canal](https:\u002F\u002Funiandesheda.force.com\u002FAdmisiones\u002Fs\u002Fproceso-miad) solicitando la devolución y adjuntando los siguientes documentos:\n- Copia de documento de identificación por ambas caras.\n- Certificación de Cuenta bancaria, con fecha de expedición no mayor a treinta (30) días.\n- Dirección y teléfono de correspondencia.\n\n__Tiempo del proceso de devolución__\n- Si la devolución es internacional, una vez recibida la solicitud de devolución, se envía al solicitante el formato de giros al exterior si es de Estados Unidos se debe incluir el código ABA.\n- El tiempo establecido por la Universidad de los Andes para las devoluciones nacionales es de 15 a 20 días hábiles después de enviado los documentos, para las internacionales es de 20 a 24 días. Es importante tener en cuenta que solamente se realizan devoluciones a cuentas bancarias.\n","question":"¿Cuál es la política de reembolso?"},{"__typename":"Faq","answer":"En este momento no tenemos ningún tipo de asistencia financiera disponible para los Certificados MasterTrack®, sin embargo podemos apoyarte expidiendo un recibo de pago, si el pago lo realizarás con apoyo de una empresa o a través de cesantías.","question":"¿Hay becas o algún tipo de ayuda financiera disponible para este programa?"},{"__typename":"Faq","answer":"Sí, pero es importante que tengas conocimientos en [probabilidad](https:\u002F\u002Fwww.coursera.org\u002Flearn\u002Fprobabilidad), [estadística](https:\u002F\u002Fwww.coursera.org\u002Flearn\u002Festadistica-aplicada-fundamentos) y programación en [Python](https:\u002F\u002Fwww.coursera.org\u002Flearn\u002Fprogramacion-python) o R. Uniandes ofrece Cursos en línea masivos y abiertos, MOOC (por sus siglas en inglés) a los cuales puedes acceder de manera gratuita, sobre probabilidad y estadística y programación para que refuerces estos conocimientos. También es indispensable que tengas un nivel intermedio de comprensión de lectura en inglés, pues gran parte del material teórico que apoya las clases está disponible en este idioma.","question":"¿Cualquier persona puede inscribirse en este programa de certificado MasterTrack®? "},{"__typename":"Faq","answer":"El MasterTrack® está compuesto por 4 cursos que se dividen en 2 ciclos de 8 semanas. Cada curso demanda una dedicación entre 12 a 16 horas semanales, incluyendo las sesiones sincrónicas, videos, foros, cuestionarios, tareas, proyectos y demás actividades individuales o que requieran trabajo grupal.","question":"¿Qué tan flexible es el horario de estudio y cuántas horas de estudio a la semana en promedio necesito dedicarle?"},{"__typename":"Faq","answer":"Este programa MasterTrack, no otorga un título de grado formal. La Dirección de Educación Continua de la Universidad de los Andes otorgará un certificado a aquellas personas que cumplan con los requisitos de aprobación del programa MasterTrack. Este certificado no incluye las calificaciones y se entregará 15 días hábiles después de la finalización del MasterTrack.","question":"¿Cuál será el título de grado que voy a recibir una vez finalice con el programa?"},{"__typename":"Faq","answer":"Las sesiones en vivo, sincrónicas, tienen dos horarios disponibles cada semana con la misma temática para que puedas escoger el de tu preferencia. Tu participación no es obligatoria.","question":"¿Debo asistir a todas las sesiones sincrónicas?"},{"__typename":"Faq","answer":"Si tu interés es culminar la maestría en un total de 2 años, deberás acogerte al plan de estudios diseñado para los estudiantes que son admitidos y homologan los cursos vistos en el MasterTrack, teniendo presente la oferta anual de las materias del pensum y los prerrequisitos de cada una de ellas. La presentación de este plan de estudios hace parte del curso de inducción que debes realizar antes del inicio de clases de la maestría.","question":"Si me admiten a la maestría y me homologan el segundo semestre que aprobé a través del MasterTrack, ¿cambia mi plan de estudios para la maestría?"},{"__typename":"Faq","answer":"Al finalizar el MasterTrack® y aprobar todos los cursos recibirás un certificado formal del programa por Educación Continúa Uniandes. Si por el contrario no finalizas el programa completo, podrás tener el certificado de nota de los cursos que termines con una nota superior 3.0.","question":"¿Qué pasa si por alguna razón no logro completar el programa en 4 meses?"}]},"faqContactInfo":"¿Tienes dudas? [Envíanos tus dudas y solicitudes a través de este canal](https:\u002F\u002Funiandesheda.force.com\u002FAdmisiones\u002Fs\u002Fproceso-miad)","programDescriptionTitle":null,"programDescriptionSubtitle":"Desarrolla habilidades y conocimientos técnicos para construir modelos descriptivos (con énfasis en visualización), predictivos y prescriptivos enfocados a la gestión del negocio y a la toma de decisiones.","requiredBackground":"Necesitarás conocimientos en lenguajes de programación como [Python](https:\u002F\u002Fwww.coursera.org\u002Flearn\u002Fprogramacion-python) y R, [Probabilidad](https:\u002F\u002Fwww.coursera.org\u002Flearn\u002Fprobabilidad), [Estadística](https:\u002F\u002Fwww.coursera.org\u002Flearn\u002Festadistica-aplicada-fundamentos), análisis cuantitativo de datos, álgebra lineal y modelos estadísticos lineales.\n","skillsYouWillGain":["Liderazgo de proyectos de inteligencia analítica de alto impacto en las organizaciones","Construcción de modelos matemáticos descriptivos, predictivos, y prescriptivos para apoyar la toma de decisiones","Analizar, sintetizar y presentar de forma efectiva los resultados de los modelos analíticos con técnicas de visualización y storytelling","Extracción, transformación y carga de datos de fuentes estructuradas y no estructuradas con tecnologías para el manejo de grandes volúmenes de datos y cloud computing","Aprender sobre herramientas tecnológicas como lenguajes computacionales, librerías para analytics, manejo de bases de datos y servidores"],"overviewDescription":"Esta trayectoria recorre de manera transversal y básica los diferentes niveles del desarrollo de la inteligencia analítica en una organización, empezando con el uso de la analítica descriptiva (visualización), pasando por la construcción de modelos predictivos (machine learning), finalizando con la formulación de modelos prescriptivos para la toma de decisiones (optimización). 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Semana a semana se presentan, de forma progresiva y a través de casos, las técnicas de modelado en optimización lineal que permiten tomar decisiones basadas en modelos prescriptivos. El curso desarrolla en el estudiante habilidades de implementación de los modelos en software especializado de optimización de acceso abierto y de uso cotidiano. Finalmente, el curso ilustra cómo los resultados de un modelo de optimización se pueden traducir y visualizar de forma convincente para que impacte la toma de decisiones en las organizaciones. Semanalmente, el estudiante aplicará lo aprendido en una práctica computacional basada en un caso de estudio. 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Automation Extension']]\",\"//div[.//footer[@title='Author: Saurav Hathi']]\",\"//div[.//footer//a[@href='https://github.com/sauravhathi']]\"],\"enabled\":true,\"elementIds\":[\"courseraModel\",\"ex_courseraModel\"]},\"status\":\"RUNNING\"},{\"namespace\":\"DegreesDiscovery\",\"idForAllocation\":\"5085770021-1733248833544\",\"experimentId\":\"26y5xACzEe6tLg6_DDNBVQ\",\"variantId\":\"8LaLvyydTv22i78snd79Sw\",\"parameterName\":\"pgdipsMarketedAsDegrees\",\"id\":147,\"version\":1,\"value\":[\"statistics-data-analytics-pgdip-isi\",\"pgdm-spjimr\",\"pg-cert-public-health-imperial\",\"grad-cert-global-business-practice-macquarie\"],\"status\":\"RUNNING\"},{\"namespace\":\"AcademicIntegrity\",\"idForAllocation\":\"5085770021-1733248833544\",\"experimentId\":\"s627zlPZEe6YYwrfq_--AQ\",\"variantId\":\"rtxSN03wS1-cUjdN8DtfgA\",\"parameterName\":\"enableFileUploadPlagiarismDetection\",\"id\":148,\"version\":1,\"value\":true,\"status\":\"RUNNING\"}]}"; if (injectedString.search('EPIC_SITE_HOME_PLACEHOLDER') >= 0) { return {}; } var epicResponse = injectedString && injectedString !== undefined ? JSON.parse(injectedString) : {}; return epicResponse.elements || {}; })(); /* globals coursera */ /* eslint-disable quotes */ coursera.user = (function() { var userJson = "{}"; try { return JSON.parse(userJson); } catch (e) { return {}; } })(); /* globals coursera*/ // Defines a named AMD module containing the course ID coursera.courseId = (function() { return '{{ ONDEMAND_COURSE_ID_PLACEHOLDER }}'; })(); </script></body></html>