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--cds-color-lighten-500: rgba(255, 255, 255, 0.5); --cds-color-lighten-400: rgba(255, 255, 255, 0.4); --cds-color-lighten-300: rgba(255, 255, 255, 0.3); --cds-color-lighten-200: rgba(255, 255, 255, 0.2); --cds-color-lighten-100: rgba(255, 255, 255, 0.1); --cds-color-lighten-50: rgba(255, 255, 255, 0.05); --cds-color-lighten-25: rgba(255, 255, 255, 0.03); --cds-color-lighten-0: rgba(255, 255, 255, 0); --cds-color-pink-975: #1e051a; --cds-color-pink-950: #45093a; --cds-color-pink-900: #661057; --cds-color-pink-800: #7d166a; --cds-color-pink-700: #9c1a84; --cds-color-pink-600: #c429a8; --cds-color-pink-500: #e339c4; --cds-color-pink-400: #f05bd5; --cds-color-pink-300: #ff82e7; --cds-color-pink-200: #ffa6ee; --cds-color-pink-100: #ffccf5; --cds-color-pink-50: #ffe0f9; --cds-color-pink-25: #fff2fd; --cds-color-red-975: #2e0007; --cds-color-red-950: #66000f; --cds-color-red-900: #9e0018; --cds-color-red-800: #c4001d; --cds-color-red-700: #d30a28; --cds-color-red-600: #ed2644; --cds-color-red-500: #f0465f; --cds-color-red-400: #fc657d; --cds-color-red-300: #ff8f9f; --cds-color-red-200: #ffb0bc; --cds-color-red-100: #fad2d8; --cds-color-red-50: #fce5e8; --cds-color-red-25: #fdf5f5; --cds-color-green-975: #02150f; --cds-color-green-950: #062e21; --cds-color-green-900: #074735; --cds-color-green-800: #095941; --cds-color-green-700: #087051; --cds-color-green-600: #118f69; --cds-color-green-500: #22a880; --cds-color-green-400: #3bc29a; --cds-color-green-300: #66dab7; --cds-color-green-200: #94e5cd; --cds-color-green-100: #b8f2e1; --cds-color-green-50: #cffaed; --cds-color-green-25: #ebfdf8; --cds-color-yellow-975: #200900; --cds-color-yellow-950: #471400; --cds-color-yellow-900: #6b1e00; --cds-color-yellow-800: #852600; --cds-color-yellow-700: #a32e00; --cds-color-yellow-600: #c74504; --cds-color-yellow-500: #de6000; --cds-color-yellow-400: #f28100; --cds-color-yellow-300: #faaf00; --cds-color-yellow-200: #ffc936; --cds-color-yellow-100: #ffdc96; --cds-color-yellow-50: #ffeac9; --cds-color-yellow-25: #fff4e8; --cds-color-purple-975: #150333; --cds-color-purple-950: #340385; --cds-color-purple-900: #4a0fab; --cds-color-purple-800: #5b15cf; --cds-color-purple-700: #6923de; --cds-color-purple-600: #8040ed; --cds-color-purple-500: #9258f5; --cds-color-purple-400: #a678f5; --cds-color-purple-300: #c29ffc; --cds-color-purple-200: #d3bbfa; --cds-color-purple-100: #e7d9ff; --cds-color-purple-50: #f1e8ff; --cds-color-purple-25: #f9f5ff; --cds-color-blue-975: #00112a; --cds-color-blue-950: #002761; --cds-color-blue-900: #003b8f; --cds-color-blue-800: #0048b0; --cds-color-blue-700: #0056d2; --cds-color-blue-600: #1e72eb; --cds-color-blue-500: #3587fc; --cds-color-blue-400: #5b9dfc; --cds-color-blue-300: #87b8ff; --cds-color-blue-200: #adcfff; --cds-color-blue-100: #cfe2ff; --cds-color-blue-50: #e3eeff; --cds-color-blue-25: #f0f6ff; --cds-color-grey-975: #0f1114; --cds-color-grey-950: #1e2229; --cds-color-grey-900: #2d3440; --cds-color-grey-800: #363f52; --cds-color-grey-700: #404b61; --cds-color-grey-600: #5b6780; --cds-color-grey-500: #6d7c99; --cds-color-grey-400: #8495b0; --cds-color-grey-300: #a7b4c9; --cds-color-grey-200: #c1cad9; --cds-color-grey-100: #dae1ed; --cds-color-grey-50: #e8eef7; --cds-color-grey-25: #f2f5fa; --cds-color-white-0: #ffffff; --cds-text-decoration-link: underline; --cds-font-family-boutros-coursera: Boutros Coursera, Tahoma, sans-serif; --cds-font-family-source-sans-pro: Source Sans Pro, Arial, sans-serif; --cds-font-size-1100: 5.5rem; --cds-font-size-1050: 5.25rem; --cds-font-size-1000: 5rem; --cds-font-size-950: 4.75rem; --cds-font-size-900: 4.5rem; --cds-font-size-850: 4.25rem; --cds-font-size-800: 4rem; --cds-font-size-750: 3.75rem; --cds-font-size-700: 3.5rem; --cds-font-size-650: 3.25rem; --cds-font-size-600: 3rem; --cds-font-size-550: 2.75rem; --cds-font-size-500: 2.5rem; --cds-font-size-450: 2.25rem; --cds-font-size-400: 2rem; --cds-font-size-375: 1.875rem; --cds-font-size-350: 1.75rem; --cds-font-size-300: 1.5rem; --cds-font-size-250: 1.25rem; --cds-font-size-200: 1rem; --cds-font-size-175: 0.875rem; --cds-font-size-150: 0.75rem; --cds-font-size-125: 0.625rem; --cds-font-size-100: 0.5rem; --cds-letter-spacing-minus30: -0.003em; --cds-letter-spacing-minus50: -0.005em; --cds-letter-spacing-minus100: -0.01em; --cds-letter-spacing-100: 0.01em; --cds-letter-spacing-0: 0em; --cds-line-height-1200: 6rem; --cds-line-height-1150: 5.75rem; --cds-line-height-1100: 5.5rem; --cds-line-height-1050: 5.25rem; --cds-line-height-1000: 5rem; --cds-line-height-900: 4.5rem; --cds-line-height-850: 4.25rem; --cds-line-height-800: 4rem; --cds-line-height-700: 3.5rem; --cds-line-height-650: 3.25rem; --cds-line-height-600: 3rem; --cds-line-height-550: 2.75rem; --cds-line-height-525: 2.625rem; --cds-line-height-500: 2.5rem; --cds-line-height-450: 2.25rem; --cds-line-height-400: 2rem; --cds-line-height-350: 1.75rem; --cds-line-height-300: 1.5rem; --cds-line-height-250: 1.25rem; --cds-line-height-200: 1rem; --cds-line-height-175: 0.875rem; --cds-line-height-150: 0.75rem; --cds-base: 8; --cds-font-weight-700: 700; --cds-font-weight-600: 600; --cds-font-weight-400: 400; --cds-border-radius-max: 50px; --cds-border-radius-400: 32px; --cds-border-radius-200: 16px; --cds-border-radius-100: 8px; --cds-border-radius-50: 4px; --cds-border-radius-25: 2px; --cds-spacing-1400: 112px; --cds-spacing-1000: 80px; --cds-spacing-800: 64px; --cds-spacing-600: 48px; --cds-spacing-400: 32px; --cds-spacing-300: 24px; --cds-spacing-200: 16px; --cds-spacing-150: 12px; --cds-spacing-100: 8px; --cds-spacing-50: 4px; --cds-color-emphasis-quaternary-content-default: var(--cds-color-purple-950); --cds-color-emphasis-quaternary-stroke-default: var(--cds-color-purple-700); --cds-color-emphasis-quaternary-background-xweak: var(--cds-color-purple-25); --cds-color-emphasis-quaternary-background-weak: var(--cds-color-purple-50); --cds-color-emphasis-quaternary-background-default: var(--cds-color-purple-600); --cds-color-emphasis-quaternary-background-strong: var(--cds-color-purple-700); --cds-color-emphasis-quaternary-background-xstrong: var(--cds-color-purple-900); --cds-color-emphasis-tertiary-content-default: var(--cds-color-yellow-800); --cds-color-emphasis-tertiary-stroke-default: var(--cds-color-yellow-300); --cds-color-emphasis-tertiary-background-xweak: var(--cds-color-yellow-25); --cds-color-emphasis-tertiary-background-weak: var(--cds-color-yellow-50); --cds-color-emphasis-tertiary-background-default: var(--cds-color-yellow-300); --cds-color-emphasis-tertiary-background-strong: var(--cds-color-yellow-500); --cds-color-emphasis-tertiary-background-xstrong: var(--cds-color-yellow-600); --cds-color-emphasis-secondary-stroke-default: var(--cds-color-pink-500); --cds-color-emphasis-secondary-content-default: var(--cds-color-pink-800); --cds-color-emphasis-secondary-background-xweak: var(--cds-color-pink-25); --cds-color-emphasis-secondary-background-weak: var(--cds-color-pink-50); --cds-color-emphasis-secondary-background-xstrong: var(--cds-color-pink-700); --cds-color-emphasis-secondary-background-strong: var(--cds-color-pink-600); --cds-color-emphasis-secondary-background-default: var(--cds-color-pink-500); --cds-color-emphasis-neutral-stroke-default: var(--cds-color-grey-600); --cds-color-emphasis-neutral-content-default: var(--cds-color-grey-600); --cds-color-emphasis-neutral-background-xweak: var(--cds-color-grey-25); --cds-color-emphasis-neutral-background-weak: var(--cds-color-grey-50); --cds-color-emphasis-neutral-background-default: var(--cds-color-grey-500); --cds-color-emphasis-neutral-background-xstrong: var(--cds-color-grey-900); --cds-color-emphasis-neutral-background-xxstrong: var(--cds-color-grey-975); --cds-color-emphasis-primary-background-xweak: var(--cds-color-blue-25); --cds-color-emphasis-primary-background-strong: var(--cds-color-blue-700); --cds-color-emphasis-primary-background-default: var(--cds-color-blue-500); --cds-color-emphasis-primary-background-xstrong: var(--cds-color-blue-800); --cds-color-emphasis-primary-background-weak: var(--cds-color-blue-50); --cds-color-emphasis-primary-background-xxstrong: var(--cds-color-blue-950); --cds-color-emphasis-primary-stroke-default: var(--cds-color-blue-500); --cds-color-emphasis-primary-content-default: var(--cds-color-blue-800); --cds-typography-action-secondary: var(--cds-font-weight-600) var(--cds-font-size-175) / var(--cds-line-height-250) var(--cds-font-family-source-sans-pro); --cds-typography-action-primary: var(--cds-font-weight-600) var(--cds-font-size-200) / var(--cds-line-height-300) var(--cds-font-family-source-sans-pro); --cds-typography-body-secondary: var(--cds-font-weight-400) var(--cds-font-size-175) / var(--cds-line-height-250) var(--cds-font-family-source-sans-pro); --cds-typography-body-primary: var(--cds-font-weight-400) var(--cds-font-size-200) / var(--cds-line-height-300) var(--cds-font-family-source-sans-pro); --cds-typography-subtitle-medium: var(--cds-font-weight-600) var(--cds-font-size-200) / var(--cds-line-height-250) var(--cds-font-family-source-sans-pro); --cds-typography-subtitle-large: var(--cds-font-weight-600) var(--cds-font-size-250) / var(--cds-line-height-300) var(--cds-font-family-source-sans-pro); --cds-typography-title-small-sm: var(--cds-font-weight-600) var(--cds-font-size-300) / var(--cds-line-height-450) var(--cds-font-family-source-sans-pro); --cds-typography-title-small: var(--cds-font-weight-600) var(--cds-font-size-375) / var(--cds-line-height-450) var(--cds-font-family-source-sans-pro); --cds-typography-title-medium-sm: var(--cds-font-weight-600) var(--cds-font-size-350) / var(--cds-line-height-450) var(--cds-font-family-source-sans-pro); --cds-typography-title-medium: var(--cds-font-weight-600) var(--cds-font-size-450) / var(--cds-line-height-525) var(--cds-font-family-source-sans-pro); --cds-typography-title-large-sm: var(--cds-font-weight-600) var(--cds-font-size-400) / var(--cds-line-height-500) var(--cds-font-family-source-sans-pro); --cds-typography-title-large: var(--cds-font-weight-600) var(--cds-font-size-600) / var(--cds-line-height-700) var(--cds-font-family-source-sans-pro); --cds-typography-display-sm: var(--cds-font-weight-600) var(--cds-font-size-500) / var(--cds-line-height-550) var(--cds-font-family-source-sans-pro); --cds-typography-display: var(--cds-font-weight-600) var(--cds-font-size-800) / var(--cds-line-height-900) var(--cds-font-family-source-sans-pro); } @media (max-width: 1023.95px) { :root { --cds-typography-display: var(--cds-typography-display-sm); --cds-typography-title-large: var(--cds-typography-title-large-sm); --cds-typography-title-medium: var(--cds-typography-title-medium-sm); --cds-typography-title-small: var(--cds-typography-title-small-sm); } } :root[dir='rtl'] { --cds-text-decoration-link: underline; --cds-typography-action-secondary: var(--cds-font-weight-700) var(--cds-font-size-175) / var(--cds-line-height-250) var(--cds-font-family-boutros-coursera); --cds-typography-action-primary: var(--cds-font-weight-700) var(--cds-font-size-200) / var(--cds-line-height-300) var(--cds-font-family-boutros-coursera); --cds-typography-body-secondary: var(--cds-font-weight-400) var(--cds-font-size-175) / var(--cds-line-height-250) var(--cds-font-family-boutros-coursera); --cds-typography-body-primary: var(--cds-font-weight-400) var(--cds-font-size-200) / var(--cds-line-height-300) var(--cds-font-family-boutros-coursera); --cds-typography-subtitle-medium: var(--cds-font-weight-700) var(--cds-font-size-200) / var(--cds-line-height-250) var(--cds-font-family-boutros-coursera); --cds-typography-subtitle-large: var(--cds-font-weight-700) var(--cds-font-size-250) / var(--cds-line-height-300) var(--cds-font-family-boutros-coursera); --cds-typography-title-small-sm: var(--cds-font-weight-700) var(--cds-font-size-375) / var(--cds-line-height-450) var(--cds-font-family-boutros-coursera); --cds-typography-title-small: var(--cds-font-weight-700) var(--cds-font-size-375) / var(--cds-line-height-450) var(--cds-font-family-boutros-coursera); --cds-typography-title-medium-sm: var(--cds-font-weight-700) var(--cds-font-size-350) / var(--cds-line-height-450) var(--cds-font-family-boutros-coursera); --cds-typography-title-medium: var(--cds-font-weight-700) var(--cds-font-size-450) / var(--cds-line-height-525) var(--cds-font-family-boutros-coursera); --cds-typography-title-large-sm: var(--cds-font-weight-700) var(--cds-font-size-400) / var(--cds-line-height-500) var(--cds-font-family-boutros-coursera); --cds-typography-title-large: var(--cds-font-weight-700) var(--cds-font-size-600) / var(--cds-line-height-700) var(--cds-font-family-boutros-coursera); --cds-typography-display-sm: var(--cds-font-weight-700) var(--cds-font-size-500) / var(--cds-line-height-550) var(--cds-font-family-boutros-coursera); --cds-typography-display: var(--cds-font-weight-700) var(--cds-font-size-800) / var(--cds-line-height-900) var(--cds-font-family-boutros-coursera); } @media (max-width: 1023.95px) { :root[dir='rtl'] { --cds-typography-display: var(--cds-typography-display-sm); --cds-typography-title-large: var(--cds-typography-title-large-sm); --cds-typography-title-medium: var(--cds-typography-title-medium-sm); --cds-typography-title-small: var(--cds-typography-title-small-sm); --cds-typography-display: var(--cds-typography-display-sm); --cds-typography-title-large: var(--cds-typography-title-large-sm); --cds-typography-title-medium: var(--cds-typography-title-medium-sm); --cds-typography-title-small: var(--cds-typography-title-small-sm); } } :root { --cds-font-size-body2: 0.875rem; --cds-font-size-title4: 0.875rem; --cds-letter-spacing-250: -0.2px; --cds-letter-spacing-125: -0.1px; --cds-font-family-body: var(--cds-font-family-source-sans-pro); --cds-font-family-title: var(--cds-font-family-source-sans-pro); --cds-font-family-display: var(--cds-font-family-source-sans-pro); --cds-font-size-body1: var(--cds-font-size-200); --cds-font-size-title3: var(--cds-font-size-200); --cds-font-size-title2: var(--cds-font-size-250); --cds-font-size-title1-xs: var(--cds-font-size-300); --cds-font-size-title1-lg: var(--cds-font-size-350); --cds-font-size-display2-xs: var(--cds-font-size-400); --cds-font-size-display2-sm: var(--cds-font-size-450); --cds-font-size-display2-lg: var(--cds-font-size-550); --cds-font-size-display1-xs: var(--cds-font-size-600); --cds-font-size-display1-sm: var(--cds-font-size-800); --cds-font-size-display1-lg: var(--cds-font-size-1050); --cds-letter-spacing-body2: var(--cds-letter-spacing-0); --cds-letter-spacing-body1: var(--cds-letter-spacing-0); --cds-letter-spacing-title4: var(--cds-letter-spacing-125); --cds-letter-spacing-title3: var(--cds-letter-spacing-125); --cds-letter-spacing-title2: var(--cds-letter-spacing-125); --cds-letter-spacing-title1: var(--cds-letter-spacing-125); --cds-letter-spacing-display2: var(--cds-letter-spacing-125); --cds-letter-spacing-display1: var(--cds-letter-spacing-250); --cds-line-height-body2: var(--cds-line-height-250); --cds-line-height-body1: var(--cds-line-height-300); --cds-line-height-title4: var(--cds-line-height-250); --cds-line-height-title3: var(--cds-line-height-300); --cds-line-height-title2: var(--cds-line-height-350); --cds-line-height-title1-xs: var(--cds-line-height-400); --cds-line-height-title1-lg: var(--cds-line-height-450); --cds-line-height-display2-xs: var(--cds-line-height-500); --cds-line-height-display2-sm: var(--cds-line-height-600); --cds-line-height-display2-lg: var(--cds-line-height-650); --cds-line-height-display1-xs: var(--cds-line-height-700); --cds-line-height-display1-sm: var(--cds-line-height-900); --cds-line-height-display1-lg: var(--cds-line-height-1150); --cds-typography-body2: var(--cds-font-weight-400) var(--cds-font-size-body2) / var(--cds-line-height-body2) var(--cds-font-family-body); --cds-typography-body1: var(--cds-font-weight-400) var(--cds-font-size-body1) / var(--cds-line-height-body1) var(--cds-font-family-body); --cds-typography-title4: var(--cds-font-weight-700) var(--cds-font-size-title4) / var(--cds-line-height-title4) var(--cds-font-family-title); --cds-typography-title3-strong: var(--cds-font-weight-700) var(--cds-font-size-title3) / var(--cds-line-height-title3) var(--cds-font-family-title); --cds-typography-title3: var(--cds-font-weight-600) var(--cds-font-size-title3) / var(--cds-line-height-title3) var(--cds-font-family-title); --cds-typography-title2-weak: var(--cds-font-weight-400) var(--cds-font-size-title2) / var(--cds-line-height-title2) var(--cds-font-family-title); --cds-typography-title2: var(--cds-font-weight-600) var(--cds-font-size-title2) / var(--cds-line-height-title2) var(--cds-font-family-title); --cds-typography-title1-xs-weak: var(--cds-font-weight-400) var(--cds-font-size-title1-xs) / var(--cds-line-height-title1-xs) var(--cds-font-family-title); --cds-typography-title1-xs: var(--cds-font-weight-600) var(--cds-font-size-title1-xs) / var(--cds-line-height-title1-xs) var(--cds-font-family-title); --cds-typography-title1-weak: var(--cds-font-weight-400) var(--cds-font-size-title1-lg) / var(--cds-line-height-title1-lg) var(--cds-font-family-title); --cds-typography-title1: var(--cds-font-weight-600) var(--cds-font-size-title1-lg) / var(--cds-line-height-title1-lg) var(--cds-font-family-title); --cds-typography-display2-xs-weak: var(--cds-font-weight-400) var(--cds-font-size-display2-xs) / var(--cds-line-height-display2-xs) var(--cds-font-family-display); --cds-typography-display2-xs: var(--cds-font-weight-600) var(--cds-font-size-display2-xs) / var(--cds-line-height-display2-xs) var(--cds-font-family-display); --cds-typography-display2-sm-weak: var(--cds-font-weight-400) var(--cds-font-size-display2-sm) / var(--cds-line-height-display2-sm) var(--cds-font-family-display); --cds-typography-display2-sm: var(--cds-font-weight-600) var(--cds-font-size-display2-sm) / var(--cds-line-height-display2-sm) var(--cds-font-family-display); --cds-typography-display2-weak: var(--cds-font-weight-400) var(--cds-font-size-display2-lg) / var(--cds-line-height-display2-lg) var(--cds-font-family-display); --cds-typography-display2: var(--cds-font-weight-600) var(--cds-font-size-display2-lg) / var(--cds-line-height-display2-lg) var(--cds-font-family-display); --cds-typography-display1-xs-weak: var(--cds-font-weight-400) var(--cds-font-size-display1-xs) / var(--cds-line-height-display1-xs) var(--cds-font-family-display); --cds-typography-display1-xs: var(--cds-font-weight-600) var(--cds-font-size-display1-xs) / var(--cds-line-height-display1-xs) var(--cds-font-family-display); --cds-typography-display1-sm-weak: var(--cds-font-weight-400) var(--cds-font-size-display1-sm) / var(--cds-line-height-display1-sm) var(--cds-font-family-display); --cds-typography-display1-sm: var(--cds-font-weight-600) var(--cds-font-size-display1-sm) / var(--cds-line-height-display1-sm) var(--cds-font-family-display); --cds-typography-display1-weak: var(--cds-font-weight-400) var(--cds-font-size-display1-lg) / var(--cds-line-height-display1-lg) var(--cds-font-family-display); --cds-typography-display1: var(--cds-font-weight-600) var(--cds-font-size-display1-lg) / var(--cds-line-height-display1-lg) var(--cds-font-family-display); } @media (max-width: 1023.95px) { :root { --cds-typography-display1: var(--cds-typography-display1-sm); --cds-typography-display1-weak: var(--cds-typography-display1-sm-weak); --cds-typography-display2: var(--cds-typography-display2-sm); --cds-typography-display2-weak: var(--cds-typography-display2-sm-weak); } } @media (max-width: 599.95px) { :root { --cds-typography-display1: var(--cds-typography-display1-xs); --cds-typography-display1-weak: var(--cds-typography-display1-xs-weak); --cds-typography-display2: var(--cds-typography-display2-xs); --cds-typography-display2-weak: var(--cds-typography-display2-xs-weak); --cds-typography-title1: var(--cds-typography-title1-xs); --cds-typography-title1-weak: var(--cds-typography-title1-xs-weak); } } :root[dir='rtl'] { --cds-font-family-body: var(--cds-font-family-boutros-coursera); --cds-font-family-title: var(--cds-font-family-boutros-coursera); --cds-font-family-display: var(--cds-font-family-boutros-coursera); --cds-letter-spacing-body2: var(--cds-letter-spacing-0); --cds-letter-spacing-body1: var(--cds-letter-spacing-0); --cds-letter-spacing-title4: var(--cds-letter-spacing-0); --cds-letter-spacing-title3: var(--cds-letter-spacing-0); --cds-letter-spacing-title2: var(--cds-letter-spacing-0); --cds-letter-spacing-title1: var(--cds-letter-spacing-0); --cds-letter-spacing-display2: var(--cds-letter-spacing-0); --cds-letter-spacing-display1: var(--cds-letter-spacing-0); } @media (max-width: 1023.95px) { :root[dir='rtl'] { --cds-typography-display1: var(--cds-typography-display1-sm); --cds-typography-display1-weak: var(--cds-typography-display1-sm-weak); --cds-typography-display2: var(--cds-typography-display2-sm); --cds-typography-display2-weak: var(--cds-typography-display2-sm-weak); } } @media (max-width: 599.95px) { :root[dir='rtl'] { --cds-typography-display1: var(--cds-typography-display1-xs); --cds-typography-display1-weak: var(--cds-typography-display1-xs-weak); --cds-typography-display2: var(--cds-typography-display2-xs); --cds-typography-display2-weak: var(--cds-typography-display2-xs-weak); --cds-typography-title1: var(--cds-typography-title1-xs); --cds-typography-title1-weak: var(--cds-typography-title1-xs-weak); } } :root { /* Deprecated intent-based tokens 1.0 retained for backward compatibility, mapped to use 3.0 Global Colors */ --cds-color-utility-warning: var(--cds-color-yellow-200); --cds-color-callouts-background-primary-strong: var(--cds-color-blue-950); --cds-color-callouts-background-primary: var(--cds-color-blue-700); --cds-color-callouts-background-tertiary-weak: var(--cds-color-yellow-25); --cds-color-callouts-background-secondary-weak: var(--cds-color-purple-25); --cds-color-callouts-background-primary-weak: var(--cds-color-blue-50); --cds-color-callouts-tertiary-invert: #b0e5fb; --cds-color-callouts-secondary-invert: var(--cds-color-yellow-200); --cds-color-callouts-tertiary: var(--cds-color-blue-900); --cds-color-callouts-secondary: var(--cds-color-purple-950); --cds-color-feedback-background-warning-weak: var(--cds-color-yellow-25); --cds-color-feedback-background-informative-weak: var(--cds-color-blue-25); --cds-color-feedback-background-success-weak: var(--cds-color-green-25); --cds-color-feedback-background-error-weak: var(--cds-color-red-25); --cds-color-feedback-warning: var(--cds-color-yellow-700); --cds-color-feedback-informative: var(--cds-color-blue-700); --cds-color-feedback-success-invert-weak: var(--cds-color-green-50); --cds-color-feedback-success-hover: var(--cds-color-green-800); --cds-color-feedback-success: var(--cds-color-green-700); --cds-color-feedback-error-invert-weak: var(--cds-color-red-50); --cds-color-feedback-error-hover: var(--cds-color-red-900); --cds-color-feedback-error: var(--cds-color-red-700); --cds-color-neutral-background-primary: var(--cds-color-white-0); --cds-color-neutral-background-primary-weak: var(--cds-color-grey-25); --cds-color-neutral-stroke-primary-invert: var(--cds-color-white-0); --cds-color-neutral-stroke-primary-weak: var(--cds-color-grey-50); --cds-color-neutral-stroke-primary: var(--cds-color-grey-300); --cds-color-neutral-disabled-weak: var(--cds-color-grey-25); --cds-color-neutral-disabled-strong: var(--cds-color-grey-200); --cds-color-neutral-disabled: var(--cds-color-grey-50); --cds-color-neutral-primary-invert: var(--cds-color-white-0); --cds-color-neutral-primary-weak: var(--cds-color-grey-600); --cds-color-neutral-primary: var(--cds-color-grey-975); --cds-color-interactive-background-primary-selected-weak: var(--cds-color-purple-25); --cds-color-interactive-background-primary-pressed-weak: var(--cds-color-purple-25); --cds-color-interactive-background-primary-hover-weak: var(--cds-color-blue-25); --cds-color-interactive-stroke-primary-focus-invert: var(--cds-color-blue-25); --cds-color-interactive-stroke-primary-focus: var(--cds-color-purple-700); --cds-color-interactive-primary-selected: var(--cds-color-purple-950); --cds-color-interactive-primary-pressed: var(--cds-color-purple-950); --cds-color-interactive-primary-hover: var(--cds-color-blue-800); --cds-color-interactive-primary: var(--cds-color-blue-700); } </style><style>.rc-GlobalFooter_copyright-row{display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center;width:50%}@media (max-width:767px){.rc-GlobalFooter_copyright-row{-webkit-box-orient:vertical;-moz-box-orient:vertical;-o-box-orient:vertical;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;width:auto}}.rc-GlobalFooter_copyright-row.lohp-rebrand{line-height:1.25rem;font-family:Source Sans Pro,Arial,sans-serif}.rc-GlobalFooter_copyright-row--margin-bottom{margin-bottom:20px}.rc-GlobalFooter_copyright-row--margin-top{margin-top:30px}.rc-GlobalFooter_copyright-row--no-list .rc-GlobalFooter_copyright_col{width:auto}.rc-GlobalFooter_copyright-row_text{color:inherit;font-size:.875rem}@media (max-width:767px){.rc-GlobalFooter_copyright-row_text{font-size:.75rem}}.rc-GlobalFooter_copyright_col{width:50%}@media (max-width:767px){.rc-GlobalFooter_copyright_col{width:auto}}.rc-GlobalFooter_copyright_list{margin:0;padding:0;list-style:none;display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center}@media (max-width:767px){.rc-GlobalFooter_copyright_list{margin-top:4px}}.rc-GlobalFooter_copyright_list_item{margin:0 10px}.rc-GlobalFooter_copyright_list_item:first-of-type{margin:0 10px 0 5px}@media (max-width:767px){.rc-GlobalFooter_copyright_list_item:first-of-type{margin:0 10px}}.rc-GlobalFooter_copyright_list_item_link:hover{color:inherit}.rc-GlobalFooter_column_header{font-family:OpenSans,Arial,sans-serif;font-size:1.5rem;font-weight:700;margin-bottom:20px}@media (max-width:767px){.rc-GlobalFooter_column_header{font-size:1rem;margin-bottom:15px}.rc-GlobalFooter_column_header .rc-GlobalFooter_column_header{margin-bottom:0}.rc-GlobalFooter_column_header--badges,.rc-GlobalFooter_column_header--social-media{margin-bottom:25px}}.rc-GlobalFooter_column_header.lohp-rebrand{font-family:Source Sans Pro,Arial,sans-serif;font-weight:600;font-size:1.25rem;line-height:1.75rem;letter-spacing:-.1px}.rc-GlobalFooter_column_list{margin:0;padding:0;list-style:none;content-visibility:auto;contain-intrinsic-size:1px 406px}.rc-GlobalFooter_column_list--bold{margin-top:20px}.rc-GlobalFooter_column_list--bold .rc-GlobalFooter_column_list_item{font-weight:700}.rc-GlobalFooter_column_list_item{font-size:1rem;line-height:1.75rem}@media (max-width:767px){.rc-GlobalFooter_column_list_item{font-size:.875rem;line-height:1.5rem}}.rc-GlobalFooter_column_list_item.lohp-rebrand{font-family:Source Sans Pro,Arial,sans-serif;font-size:.875rem;line-height:1.25rem}.rc-GlobalFooter_column_list_item_link,.rc-GlobalFooter_column_list_item_link:hover{color:inherit}.rc-GlobalFooter_description{margin:0;line-height:1.5rem}.rc-GlobalFooter .rc-GlobalFooter_column .mobile-app-badges{margin-top:40px}@media (max-width:767px){.rc-GlobalFooter .rc-GlobalFooter_column .mobile-app-badges{margin-top:20px}}.rc-GlobalFooter .rc-GlobalFooter_column--no-description .mobile-app-badges{margin-top:25px}@media (max-width:767px){.rc-GlobalFooter .rc-GlobalFooter_column--no-description .mobile-app-badges{margin-top:20px}.rc-GlobalFooter_social-media.lohp-rebrand{display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-orient:vertical;-moz-box-orient:vertical;-o-box-orient:vertical;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center}.rc-GlobalFooter_social-media.lohp-rebrand .rc-GlobalFooter_social-media_link{margin-left:10px;margin-right:10px}}.rc-GlobalFooter_social-media--centered .rc-GlobalFooter_social-media_link{margin:0 10px}.rc-GlobalFooter_social-media--left-aligned .rc-GlobalFooter_social-media_link{margin-right:20px;margin-left:0}.rc-GlobalFooter_social-media_list{display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center;padding:0;margin:0;list-style:none}.rc-GlobalFooter_social-media_link{display:inline-block;margin-left:20px}.rc-GlobalFooter{border-top:1px solid #e4e4e4;padding-top:2.75rem;overflow:hidden}@media (max-width:767px){.rc-GlobalFooter{padding-top:2.5rem}}@media (min-width:768px){.rc-GlobalFooter.lohp-rebrand .bt3-container{max-width:85%}}@media (max-width:767px){.rc-GlobalFooter.lohp-rebrand .bt3-container{max-width:90%;padding-left:0;padding-right:0}}.rc-GlobalFooter_column{width:100%;padding-bottom:2.75rem;padding-left:15px;padding-right:15px}@media (max-width:767px){.rc-GlobalFooter_column{width:100%;padding-bottom:2rem;padding-left:0;padding-right:0}.rc-GlobalFooter_column--mobile-column{width:50%}.rc-GlobalFooter_column--logo-column .rc-GlobalFooter_column_container{max-width:320px}.rc-GlobalFooter_column--left-aligned .rc-GlobalFooter_column_container{margin:0}}.rc-GlobalFooter_column_container{max-width:170px}.rc-GlobalFooter_column_container--logo-column{max-width:210px}.rc-GlobalFooter .mobile-app-badges,.rc-GlobalFooter .mobile-app-badges .mobile-badge{margin:0}.rc-GlobalFooter .mobile-app-badges .mobile-badge:first-of-type{margin-bottom:15px;display:inline-block}@media (max-width:767px){.rc-GlobalFooter .mobile-app-badges .mobile-badge:first-of-type{margin:0}}.rc-PageFooter.hide-top-border{border-top:none}@media (max-width:824px){.rc-PageFooter.sticky-bar{margin-bottom:73px}}@media (max-width:602px){.rc-PageFooter.sticky-bar{margin-bottom:129px}}@media (max-width:767px){.rc-PaidMediaFooter .rc-GlobalFooter_column_container{margin:0 auto}.rc-PaidMediaFooter .rc-GlobalFooter_column_header{text-align:center}.rc-PaidMediaFooter .mobile-app-badges .mobile-badge:last-child{margin-right:0}.rc-PaidMediaFooter .b-corp-logo{margin:25px auto}}.rc-PaidMediaFooter .rc-GlobalFooter_copyright-row{width:100%;-webkit-box-pack:center;-moz-box-pack:center;-o-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center}@media (max-width:1023px){.rc-PaidMediaFooter.sticky-bar{margin-bottom:83px}}.rc-SubFooterSection{padding-left:20px;padding-right:20px}@media (max-width:608px){.rc-SubFooterSection{margin-bottom:1rem}}@media (min-width:768px){.rc-SubFooterSection.lohp-rebrand{margin-bottom:60px}}@media (max-width:767px){.rc-SubFooterSection.lohp-rebrand{margin-bottom:83px}}.rc-SubFooterSection__header{line-height:1.5rem;font-weight:700;font-size:15px;margin-bottom:.75rem;color:#1f1f1f;font-family:OpenSans}.rc-SubFooterSection__header.lohp-rebrand{line-height:1.75rem;letter-spacing:-.1px;font-size:20px;font-family:Source Sans Pro,Arial,sans-serif;font-weight:600}.rc-SubFooterSection__content-column-links{list-style-type:none;padding:0;margin-right:1.125rem;content-visibility:auto;contain-intrinsic-size:1px 670px}.rc-SubFooterSection__content-column-link-item{padding:0;margin-bottom:.625rem;line-height:1.125rem;font-size:.875rem;font-family:OpenSans}.rc-SubFooterSection__content-column-link-item.lohp-rebrand{line-height:1.25rem;font-family:Source Sans Pro,Arial,sans-serif}@media (max-width:608px){.rc-SubFooterSection__content-column-link-item{margin-bottom:.4375rem}}.rc-SubFooterSection__content-column-link-text{color:#1f1f1f}.rc-SubFooterSection__content-column-link-text:hover{color:inherit}.rc-SeoGlobalFooter{background-color:#f8f8f8}.rc-SeoGlobalFooter.lohp-rebrand{background-color:#f5f5f5}@media (max-width:768px){.rc-SeoGlobalFooter.lohp-rebrand.stickyBar{margin-bottom:90px}}.rc-SeoGlobalFooter__content{padding-top:3.0625rem;padding-bottom:8px}@media (max-width:1040px){.rc-SeoGlobalFooter__content{padding-top:2rem}}@media (max-width:608px){.rc-SeoGlobalFooter__content{padding-top:2rem}}.rc-SeoGlobalFooter__content.lohp-rebrand{padding-top:80px}.rc-SeoGlobalFooter__mobile-badges-column-text{display:none}@media (max-width:767px){.rc-SeoGlobalFooter__mobile-badges-column-text{display:block;line-height:1.75rem;font-family:Source Sans Pro,Arial,sans-serif;font-weight:600;font-size:1rem;margin-bottom:1.25rem}}.rc-SeoGlobalFooter__social-media-and-copyright{padding:2.75rem 0;display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-pack:justify;-moz-box-pack:justify;-o-box-pack:justify;-ms-flex-pack:justify;-webkit-justify-content:space-between;justify-content:space-between;-webkit-box-orient:horizontal;-moz-box-orient:horizontal;-o-box-orient:horizontal;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row}@media (min-width:768px){.rc-SeoGlobalFooter__social-media-and-copyright{-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center;border-top:1px solid #e4e4e4}.rc-SeoGlobalFooter__social-media-and-copyright.lohp-rebrand{border-top:1px solid #bdbdbd}}@media (max-width:767px){.rc-SeoGlobalFooter__social-media-and-copyright{padding:1rem 0;border-top:0;display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-direction:reverse;-moz-box-direction:reverse;-o-box-direction:reverse;-webkit-box-orient:vertical;-moz-box-orient:vertical;-o-box-orient:vertical;-webkit-flex-direction:column-reverse;-ms-flex-direction:column-reverse;flex-direction:column-reverse}}.rc-HeaderRightNavButton{position:relative;text-align:left}.rc-HeaderRightNavButton.dropdown-btn{width:245px;min-height:42px;outline:0}.rc-HeaderRightNavButton.dropdown-btn a:focus,.rc-HeaderRightNavButton.dropdown-btn a:hover{outline:0;background-color:#f0f0f0}@media (min-width:768px) and (max-width:1024px){.rc-HeaderRightNavButton.dropdown-btn{width:190px}}.rc-HeaderRightNavButton a,.rc-HeaderRightNavButton button{display:block;width:auto;height:auto;margin:0!important;padding:12px 18px;font-size:16px;line-height:20px;color:#1f1f1f;clear:both;border:0}.rc-HeaderRightNavButton a svg,.rc-HeaderRightNavButton button svg{fill:#000!important;height:20px;line-height:20px;margin-right:5px;margin-top:-3px;width:20px}.rc-HeaderRightNavButton a:focus,.rc-HeaderRightNavButton a:hover,.rc-HeaderRightNavButton button:focus,.rc-HeaderRightNavButton button:hover{text-decoration:none;color:#000}.rc-HeaderRightNavButton a:focus svg,.rc-HeaderRightNavButton a:hover svg,.rc-HeaderRightNavButton button:focus svg,.rc-HeaderRightNavButton button:hover svg{fill:#2a73cc!important}@media (max-width:991px){.rc-HeaderRightNavButton .rc-HeaderRightNavButton a,.rc-HeaderRightNavButton .rc-HeaderRightNavButton button{padding-right:14px}}@media (max-width:767px){.rc-HeaderRightNavButton .rc-HeaderRightNavButton{padding:8px 24px!important;height:40px!important}.rc-HeaderRightNavButton .rc-HeaderRightNavButton a{color:#757575!important;background-color:transparent!important}}.c-ph-career-academy.isLohpRebrand a,.c-ph-enterprise.isLohpRebrand a,.c-ph-student.isLohpRebrand a{font-family:Source Sans 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Pro,Arial,sans-serif;--cds-font-size-1100:5.5rem;--cds-font-size-1050:5.25rem;--cds-font-size-1000:5rem;--cds-font-size-950:4.75rem;--cds-font-size-900:4.5rem;--cds-font-size-850:4.25rem;--cds-font-size-800:4rem;--cds-font-size-750:3.75rem;--cds-font-size-700:3.5rem;--cds-font-size-650:3.25rem;--cds-font-size-600:3rem;--cds-font-size-550:2.75rem;--cds-font-size-500:2.5rem;--cds-font-size-450:2.25rem;--cds-font-size-400:2rem;--cds-font-size-375:1.875rem;--cds-font-size-350:1.75rem;--cds-font-size-300:1.5rem;--cds-font-size-250:1.25rem;--cds-font-size-200:1rem;--cds-font-size-175:0.875rem;--cds-font-size-150:0.75rem;--cds-font-size-125:0.625rem;--cds-font-size-100:0.5rem;--cds-letter-spacing-minus30:-0.003em;--cds-letter-spacing-minus50:-0.005em;--cds-letter-spacing-minus100:-0.01em;--cds-letter-spacing-100:0.01em;--cds-letter-spacing-0:0em;--cds-line-height-1200:6rem;--cds-line-height-1150:5.75rem;--cds-line-height-1100:5.5rem;--cds-line-height-1050:5.25rem;--cds-line-height-1000:5rem;--cds-line-height-900:4.5rem;--cds-line-height-850:4.25rem;--cds-line-height-800:4rem;--cds-line-height-700:3.5rem;--cds-line-height-650:3.25rem;--cds-line-height-600:3rem;--cds-line-height-550:2.75rem;--cds-line-height-525:2.625rem;--cds-line-height-500:2.5rem;--cds-line-height-450:2.25rem;--cds-line-height-400:2rem;--cds-line-height-375:1.875rem;--cds-line-height-350:1.75rem;--cds-line-height-300:1.5rem;--cds-line-height-250:1.25rem;--cds-line-height-200:1rem;--cds-line-height-175:0.875rem;--cds-line-height-150:0.75rem;--cds-base:8;--cds-font-weight-700:700;--cds-font-weight-600:600;--cds-font-weight-400:400;--cds-border-radius-max:50px;--cds-border-radius-400:32px;--cds-border-radius-200:16px;--cds-border-radius-100:8px;--cds-border-radius-50:4px;--cds-border-radius-25:2px;--cds-spacing-1400:112px;--cds-spacing-1000:80px;--cds-spacing-800:64px;--cds-spacing-600:48px;--cds-spacing-400:32px;--cds-spacing-300:24px;--cds-spacing-200:16px;--cds-spacing-150:12px;--cds-spacing-100:8px;--cds-spacing-50:4px;--cds-color-emphasis-quaternary-content-default:var(--cds-color-purple-950);--cds-color-emphasis-quaternary-stroke-default:var(--cds-color-purple-700);--cds-color-emphasis-quaternary-background-xweak:var(--cds-color-purple-25);--cds-color-emphasis-quaternary-background-weak:var(--cds-color-purple-50);--cds-color-emphasis-quaternary-background-default:var(--cds-color-purple-600);--cds-color-emphasis-quaternary-background-strong:var(--cds-color-purple-700);--cds-color-emphasis-quaternary-background-xstrong:var(--cds-color-purple-900);--cds-color-emphasis-tertiary-content-default:var(--cds-color-yellow-800);--cds-color-emphasis-tertiary-stroke-default:var(--cds-color-yellow-300);--cds-color-emphasis-tertiary-background-xweak:var(--cds-color-yellow-25);--cds-color-emphasis-tertiary-background-weak:var(--cds-color-yellow-50);--cds-color-emphasis-tertiary-background-default:var(--cds-color-yellow-300);--cds-color-emphasis-tertiary-background-strong:var(--cds-color-yellow-500);--cds-color-emphasis-tertiary-background-xstrong:var(--cds-color-yellow-600);--cds-color-emphasis-secondary-stroke-default:var(--cds-color-pink-500);--cds-color-emphasis-secondary-content-default:var(--cds-color-pink-800);--cds-color-emphasis-secondary-background-xweak:var(--cds-color-pink-25);--cds-color-emphasis-secondary-background-weak:var(--cds-color-pink-50);--cds-color-emphasis-secondary-background-xstrong:var(--cds-color-pink-700);--cds-color-emphasis-secondary-background-strong:var(--cds-color-pink-600);--cds-color-emphasis-secondary-background-default:var(--cds-color-pink-500);--cds-color-emphasis-neutral-stroke-default:var(--cds-color-grey-600);--cds-color-emphasis-neutral-content-default:var(--cds-color-grey-600);--cds-color-emphasis-neutral-background-xweak:var(--cds-color-grey-25);--cds-color-emphasis-neutral-background-weak:var(--cds-color-grey-50);--cds-color-emphasis-neutral-background-default:var(--cds-color-grey-500);--cds-color-emphasis-neutral-background-xstrong:var(--cds-color-grey-900);--cds-color-emphasis-neutral-background-xxstrong:var(--cds-color-grey-975);--cds-color-emphasis-primary-background-xweak:var(--cds-color-blue-25);--cds-color-emphasis-primary-background-strong:var(--cds-color-blue-700);--cds-color-emphasis-primary-background-default:var(--cds-color-blue-500);--cds-color-emphasis-primary-background-xstrong:var(--cds-color-blue-800);--cds-color-emphasis-primary-background-weak:var(--cds-color-blue-50);--cds-color-emphasis-primary-background-xxstrong:var(--cds-color-blue-950);--cds-color-emphasis-primary-stroke-default:var(--cds-color-blue-500);--cds-color-emphasis-primary-content-default:var(--cds-color-blue-800);--cds-color-utility-warning:var(--cds-color-yellow-200);--cds-color-utility-overlay:var(--cds-color-darken-500);--cds-color-callouts-background-primary-strong:var(--cds-color-blue-950);--cds-color-callouts-background-primary:var(--cds-color-blue-700);--cds-color-callouts-background-tertiary-weak:var(--cds-color-yellow-25);--cds-color-callouts-background-secondary-weak:var(--cds-color-purple-25);--cds-color-callouts-background-primary-weak:var(--cds-color-blue-50);--cds-color-callouts-secondary-invert:var(--cds-color-yellow-200);--cds-color-callouts-tertiary:var(--cds-color-blue-900);--cds-color-callouts-secondary:var(--cds-color-purple-950);--cds-color-feedback-background-warning-weak:var(--cds-color-yellow-25);--cds-color-feedback-background-informative-weak:var(--cds-color-blue-25);--cds-color-feedback-background-success-weak:var(--cds-color-green-25);--cds-color-feedback-background-error-weak:var(--cds-color-red-25);--cds-color-feedback-warning:var(--cds-color-yellow-700);--cds-color-feedback-informative:var(--cds-color-blue-700);--cds-color-feedback-success-invert-weak:var(--cds-color-green-50);--cds-color-feedback-success-hover:var(--cds-color-green-800);--cds-color-feedback-success:var(--cds-color-green-700);--cds-color-feedback-error-invert-weak:var(--cds-color-red-50);--cds-color-feedback-error-hover:var(--cds-color-red-900);--cds-color-feedback-error:var(--cds-color-red-700);--cds-color-neutral-background-primary:var(--cds-color-white-0);--cds-color-neutral-background-primary-weak:var(--cds-color-grey-25);--cds-color-neutral-stroke-primary-invert:var(--cds-color-white-0);--cds-color-neutral-stroke-primary-weak:var(--cds-color-grey-50);--cds-color-neutral-stroke-primary:var(--cds-color-grey-400);--cds-color-neutral-disabled-weak:var(--cds-color-grey-25);--cds-color-neutral-disabled-strong:var(--cds-color-grey-200);--cds-color-neutral-disabled:var(--cds-color-grey-50);--cds-color-neutral-primary-invert:var(--cds-color-white-0);--cds-color-neutral-primary-weak:var(--cds-color-grey-600);--cds-color-neutral-primary:var(--cds-color-grey-975);--cds-color-interactive-background-primary-selected-weak:var(--cds-color-purple-25);--cds-color-interactive-background-primary-pressed-weak:var(--cds-color-purple-25);--cds-color-interactive-background-primary-hover-weak:var(--cds-color-blue-25);--cds-color-interactive-stroke-primary-focus-invert:var(--cds-color-blue-25);--cds-color-interactive-stroke-primary-focus:var(--cds-color-purple-700);--cds-color-interactive-primary-selected:var(--cds-color-purple-950);--cds-color-interactive-primary-pressed:var(--cds-color-purple-950);--cds-color-interactive-primary-hover:var(--cds-color-blue-800);--cds-color-interactive-primary:var(--cds-color-blue-700);--cds-typography-action-secondary:var(--cds-font-weight-600) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-source-sans-pro);--cds-typography-action-primary:var(--cds-font-weight-600) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-source-sans-pro);--cds-typography-body-secondary:var(--cds-font-weight-400) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-source-sans-pro);--cds-typography-body-primary:var(--cds-font-weight-400) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-source-sans-pro);--cds-typography-subtitle-medium:var(--cds-font-weight-600) var(--cds-font-size-200)/var(--cds-line-height-250) var(--cds-font-family-source-sans-pro);--cds-typography-subtitle-large:var(--cds-font-weight-600) var(--cds-font-size-250)/var(--cds-line-height-300) var(--cds-font-family-source-sans-pro);--cds-typography-title-small-sm:var(--cds-font-weight-600) var(--cds-font-size-300)/var(--cds-line-height-375) var(--cds-font-family-source-sans-pro);--cds-typography-title-small:var(--cds-font-weight-600) var(--cds-font-size-375)/var(--cds-line-height-450) var(--cds-font-family-source-sans-pro);--cds-typography-title-medium-sm:var(--cds-font-weight-600) var(--cds-font-size-350)/var(--cds-line-height-450) var(--cds-font-family-source-sans-pro);--cds-typography-title-medium:var(--cds-font-weight-600) var(--cds-font-size-450)/var(--cds-line-height-525) var(--cds-font-family-source-sans-pro);--cds-typography-title-large-sm:var(--cds-font-weight-600) var(--cds-font-size-400)/var(--cds-line-height-500) var(--cds-font-family-source-sans-pro);--cds-typography-title-large:var(--cds-font-weight-600) var(--cds-font-size-600)/var(--cds-line-height-700) var(--cds-font-family-source-sans-pro);--cds-typography-display-sm:var(--cds-font-weight-600) var(--cds-font-size-500)/var(--cds-line-height-550) var(--cds-font-family-source-sans-pro);--cds-typography-display:var(--cds-font-weight-600) var(--cds-font-size-800)/var(--cds-line-height-900) var(--cds-font-family-source-sans-pro);}@media (max-width: 1023.95px){:root{--cds-typography-display:var(--cds-typography-display-sm);--cds-typography-title-large:var(--cds-typography-title-large-sm);--cds-typography-title-medium:var(--cds-typography-title-medium-sm);--cds-typography-title-small:var(--cds-typography-title-small-sm);}}:root[dir='rtl']{--cds-text-decoration-link:underline;--cds-typography-action-secondary:var(--cds-font-weight-700) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-boutros-coursera);--cds-typography-action-primary:var(--cds-font-weight-700) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-boutros-coursera);--cds-typography-body-secondary:var(--cds-font-weight-400) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-boutros-coursera);--cds-typography-body-primary:var(--cds-font-weight-400) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-boutros-coursera);--cds-typography-subtitle-medium:var(--cds-font-weight-700) var(--cds-font-size-200)/var(--cds-line-height-250) var(--cds-font-family-boutros-coursera);--cds-typography-subtitle-large:var(--cds-font-weight-700) var(--cds-font-size-250)/var(--cds-line-height-300) var(--cds-font-family-boutros-coursera);--cds-typography-title-small-sm:var(--cds-font-weight-700) var(--cds-font-size-375)/var(--cds-line-height-450) var(--cds-font-family-boutros-coursera);--cds-typography-title-small:var(--cds-font-weight-700) var(--cds-font-size-375)/var(--cds-line-height-450) var(--cds-font-family-boutros-coursera);--cds-typography-title-medium-sm:var(--cds-font-weight-700) var(--cds-font-size-350)/var(--cds-line-height-450) var(--cds-font-family-boutros-coursera);--cds-typography-title-medium:var(--cds-font-weight-700) var(--cds-font-size-450)/var(--cds-line-height-525) var(--cds-font-family-boutros-coursera);--cds-typography-title-large-sm:var(--cds-font-weight-700) var(--cds-font-size-400)/var(--cds-line-height-500) var(--cds-font-family-boutros-coursera);--cds-typography-title-large:var(--cds-font-weight-700) var(--cds-font-size-600)/var(--cds-line-height-700) var(--cds-font-family-boutros-coursera);--cds-typography-display-sm:var(--cds-font-weight-700) var(--cds-font-size-500)/var(--cds-line-height-550) var(--cds-font-family-boutros-coursera);--cds-typography-display:var(--cds-font-weight-700) var(--cds-font-size-800)/var(--cds-line-height-900) var(--cds-font-family-boutros-coursera);}@media (max-width: 1023.95px){:root[dir='rtl']{--cds-typography-display:var(--cds-typography-display-sm);--cds-typography-title-large:var(--cds-typography-title-large-sm);--cds-typography-title-medium:var(--cds-typography-title-medium-sm);--cds-typography-title-small:var(--cds-typography-title-small-sm);--cds-typography-display:var(--cds-typography-display-sm);--cds-typography-title-large:var(--cds-typography-title-large-sm);--cds-typography-title-medium:var(--cds-typography-title-medium-sm);--cds-typography-title-small:var(--cds-typography-title-small-sm);}}:root{--cds-font-size-body2:0.875rem;--cds-font-size-title4:0.875rem;--cds-letter-spacing-250:-0.2px;--cds-letter-spacing-125:-0.1px;--cds-font-family-body:var(--cds-font-family-source-sans-pro);--cds-font-family-title:var(--cds-font-family-source-sans-pro);--cds-font-family-display:var(--cds-font-family-source-sans-pro);--cds-font-size-body1:var(--cds-font-size-200);--cds-font-size-title3:var(--cds-font-size-200);--cds-font-size-title2:var(--cds-font-size-250);--cds-font-size-title1-xs:var(--cds-font-size-300);--cds-font-size-title1-lg:var(--cds-font-size-350);--cds-font-size-display2-xs:var(--cds-font-size-400);--cds-font-size-display2-sm:var(--cds-font-size-450);--cds-font-size-display2-lg:var(--cds-font-size-550);--cds-font-size-display1-xs:var(--cds-font-size-600);--cds-font-size-display1-sm:var(--cds-font-size-800);--cds-font-size-display1-lg:var(--cds-font-size-1050);--cds-letter-spacing-body2:var(--cds-letter-spacing-0);--cds-letter-spacing-body1:var(--cds-letter-spacing-0);--cds-letter-spacing-title4:var(--cds-letter-spacing-125);--cds-letter-spacing-title3:var(--cds-letter-spacing-125);--cds-letter-spacing-title2:var(--cds-letter-spacing-125);--cds-letter-spacing-title1:var(--cds-letter-spacing-125);--cds-letter-spacing-display2:var(--cds-letter-spacing-125);--cds-letter-spacing-display1:var(--cds-letter-spacing-250);--cds-line-height-body2:var(--cds-line-height-250);--cds-line-height-body1:var(--cds-line-height-300);--cds-line-height-title4:var(--cds-line-height-250);--cds-line-height-title3:var(--cds-line-height-300);--cds-line-height-title2:var(--cds-line-height-350);--cds-line-height-title1-xs:var(--cds-line-height-400);--cds-line-height-title1-lg:var(--cds-line-height-450);--cds-line-height-display2-xs:var(--cds-line-height-500);--cds-line-height-display2-sm:var(--cds-line-height-600);--cds-line-height-display2-lg:var(--cds-line-height-650);--cds-line-height-display1-xs:var(--cds-line-height-700);--cds-line-height-display1-sm:var(--cds-line-height-900);--cds-line-height-display1-lg:var(--cds-line-height-1150);--cds-typography-body2:var(--cds-font-weight-400) var(--cds-font-size-body2)/var(--cds-line-height-body2) var(--cds-font-family-body);--cds-typography-body1:var(--cds-font-weight-400) var(--cds-font-size-body1)/var(--cds-line-height-body1) var(--cds-font-family-body);--cds-typography-title4:var(--cds-font-weight-700) var(--cds-font-size-title4)/var(--cds-line-height-title4) var(--cds-font-family-title);--cds-typography-title3-strong:var(--cds-font-weight-700) var(--cds-font-size-title3)/var(--cds-line-height-title3) var(--cds-font-family-title);--cds-typography-title3:var(--cds-font-weight-600) var(--cds-font-size-title3)/var(--cds-line-height-title3) var(--cds-font-family-title);--cds-typography-title2-weak:var(--cds-font-weight-400) var(--cds-font-size-title2)/var(--cds-line-height-title2) var(--cds-font-family-title);--cds-typography-title2:var(--cds-font-weight-600) var(--cds-font-size-title2)/var(--cds-line-height-title2) var(--cds-font-family-title);--cds-typography-title1-xs-weak:var(--cds-font-weight-400) var(--cds-font-size-title1-xs)/var(--cds-line-height-title1-xs) var(--cds-font-family-title);--cds-typography-title1-xs:var(--cds-font-weight-600) var(--cds-font-size-title1-xs)/var(--cds-line-height-title1-xs) var(--cds-font-family-title);--cds-typography-title1-weak:var(--cds-font-weight-400) var(--cds-font-size-title1-lg)/var(--cds-line-height-title1-lg) var(--cds-font-family-title);--cds-typography-title1:var(--cds-font-weight-600) var(--cds-font-size-title1-lg)/var(--cds-line-height-title1-lg) var(--cds-font-family-title);--cds-typography-display2-xs-weak:var(--cds-font-weight-400) var(--cds-font-size-display2-xs)/var(--cds-line-height-display2-xs) var(--cds-font-family-display);--cds-typography-display2-xs:var(--cds-font-weight-600) var(--cds-font-size-display2-xs)/var(--cds-line-height-display2-xs) var(--cds-font-family-display);--cds-typography-display2-sm-weak:var(--cds-font-weight-400) var(--cds-font-size-display2-sm)/var(--cds-line-height-display2-sm) var(--cds-font-family-display);--cds-typography-display2-sm:var(--cds-font-weight-600) var(--cds-font-size-display2-sm)/var(--cds-line-height-display2-sm) var(--cds-font-family-display);--cds-typography-display2-weak:var(--cds-font-weight-400) var(--cds-font-size-display2-lg)/var(--cds-line-height-display2-lg) var(--cds-font-family-display);--cds-typography-display2:var(--cds-font-weight-600) var(--cds-font-size-display2-lg)/var(--cds-line-height-display2-lg) var(--cds-font-family-display);--cds-typography-display1-xs-weak:var(--cds-font-weight-400) var(--cds-font-size-display1-xs)/var(--cds-line-height-display1-xs) var(--cds-font-family-display);--cds-typography-display1-xs:var(--cds-font-weight-600) var(--cds-font-size-display1-xs)/var(--cds-line-height-display1-xs) var(--cds-font-family-display);--cds-typography-display1-sm-weak:var(--cds-font-weight-400) var(--cds-font-size-display1-sm)/var(--cds-line-height-display1-sm) var(--cds-font-family-display);--cds-typography-display1-sm:var(--cds-font-weight-600) var(--cds-font-size-display1-sm)/var(--cds-line-height-display1-sm) var(--cds-font-family-display);--cds-typography-display1-weak:var(--cds-font-weight-400) var(--cds-font-size-display1-lg)/var(--cds-line-height-display1-lg) var(--cds-font-family-display);--cds-typography-display1:var(--cds-font-weight-600) var(--cds-font-size-display1-lg)/var(--cds-line-height-display1-lg) var(--cds-font-family-display);}@media (max-width: 1023.95px){:root{--cds-typography-display1:var(--cds-typography-display1-sm);--cds-typography-display1-weak:var(--cds-typography-display1-sm-weak);--cds-typography-display2:var(--cds-typography-display2-sm);--cds-typography-display2-weak:var(--cds-typography-display2-sm-weak);}}@media (max-width: 599.95px){:root{--cds-typography-display1:var(--cds-typography-display1-xs);--cds-typography-display1-weak:var(--cds-typography-display1-xs-weak);--cds-typography-display2:var(--cds-typography-display2-xs);--cds-typography-display2-weak:var(--cds-typography-display2-xs-weak);--cds-typography-title1:var(--cds-typography-title1-xs);--cds-typography-title1-weak:var(--cds-typography-title1-xs-weak);}}:root[dir='rtl']{--cds-font-family-body:var(--cds-font-family-boutros-coursera);--cds-font-family-title:var(--cds-font-family-boutros-coursera);--cds-font-family-display:var(--cds-font-family-boutros-coursera);--cds-letter-spacing-body2:var(--cds-letter-spacing-0);--cds-letter-spacing-body1:var(--cds-letter-spacing-0);--cds-letter-spacing-title4:var(--cds-letter-spacing-0);--cds-letter-spacing-title3:var(--cds-letter-spacing-0);--cds-letter-spacing-title2:var(--cds-letter-spacing-0);--cds-letter-spacing-title1:var(--cds-letter-spacing-0);--cds-letter-spacing-display2:var(--cds-letter-spacing-0);--cds-letter-spacing-display1:var(--cds-letter-spacing-0);}@media (max-width: 1023.95px){:root[dir='rtl']{--cds-typography-display1:var(--cds-typography-display1-sm);--cds-typography-display1-weak:var(--cds-typography-display1-sm-weak);--cds-typography-display2:var(--cds-typography-display2-sm);--cds-typography-display2-weak:var(--cds-typography-display2-sm-weak);}}@media (max-width: 599.95px){:root[dir='rtl']{--cds-typography-display1:var(--cds-typography-display1-xs);--cds-typography-display1-weak:var(--cds-typography-display1-xs-weak);--cds-typography-display2:var(--cds-typography-display2-xs);--cds-typography-display2-weak:var(--cds-typography-display2-xs-weak);--cds-typography-title1:var(--cds-typography-title1-xs);--cds-typography-title1-weak:var(--cds-typography-title1-xs-weak);}}.css-1p7n6e0{min-width:360;background-color:#fff;box-shadow:0 2px 4px 0 rgb(0 0 0 / 10%);position:fixed;width:100%;left:0;right:0;top:0;-webkit-transition:top 0.2s ease-in-out;transition:top 0.2s 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data-track-action="click" data-track-component="vlp_try_course_button" data-track-href="?authMode=signup" href="?authMode=signup" to="?authMode=signup" class="cds-149 try-course try-course-btn cds-button-disableElevation cds-button-primary css-3fwzhc" tabindex="0" data-e2e="try_course_button" data-catchpoint="vlp-try-course-button" role="button"><span class="cds-button-label"><span>Enroll for Free</span></span></a></div></div></div></div><div class="cds-152 css-9qwpml" data-testid="tabs-root"><div style="width:99px;height:99px;position:absolute;top:-9999px;overflow:scroll" class="cds-159 cds-tab-list-scrollable"></div><div class="cds-157 cds-159 cds-tab-list-scrollable" style="overflow:hidden"><div aria-label="Course details tabs" class="cds-154" role="tablist"><button class="cds-149 cds-163 cds-165 css-2z9wx1 cds-168 cds-tab-selected" tabindex="0" type="button" role="tab" aria-selected="true" variant="section" id="cds-react-aria-10-tab-course" aria-controls="cds-react-aria-10-panel-course"><span class="cds-172 cds-tab-wrapper">This Course</span><span class="cds-173 cds-175 cds-162 cds-tab-list-indicator"></span></button><button class="cds-149 cds-163 cds-165 css-2z9wx1" tabindex="-1" type="button" role="tab" aria-selected="false" variant="section" id="cds-react-aria-10-tab-transcript" aria-controls="cds-react-aria-10-panel-transcript"><span class="cds-172 cds-tab-wrapper">Video Transcript</span></button></div></div></div><div aria-labelledby="cds-react-aria-10-tab-course" id="cds-react-aria-10-panel-course" role="tabpanel" class="css-1hcx8jb"><section class="rc-CourseContentContainer css-1g8ld0s"><div class="vlp-about-course-sub-content"><div class="css-dusxns"><div class="rc-TogglableContent css-nx0n6w collapsed"><div class="content" style="height:84px" aria-hidden="true"><div class="content-inner"><p><p class=" css-4s48ix" data-e2e="course-description">ChatGPT and other large language models are going to be more important in your life and business than your smartphone, if you use them right. ChatGPT can tutor your child in math, generate a meal plan and recipes, write software applications for your business, help you improve your personal cybersecurity, and that is just in the first hour that you use it. This course will teach you how to be an expert user of these generative AI tools. The course will show amazing examples of how you can tap into these generative AI tools' emergent intelligence and reasoning, how you can use them to be more productive day to day, and give you insight into how they work. Large language models respond to instructions and questions posed by users in natural language statements, known as “prompts”. Although large language models will disrupt many fields, most users lack the skills to write effective prompts. Expert users, who understand how to write good prompts, are orders of magnitude more productive and can unlock significantly more creative uses for these tools. This course introduces students to the patterns and approaches for writing effective prompts for large language models. Anyone can take the course and the only required knowledge is basic computer usage skills, such as using a browser and accessing ChatGPT. Students will start with basic prompts and build towards writing sophisticated prompts to solve problems in any domain. By the end of the course, students will have strong prompt engineering skills and be capable of using large language models for a wide range of tasks in their job, business, personal life, and education, such as writing, summarization, game play, planning, simulation, and programming.</p></p></div></div></div><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.vlp_view_syllabus_button" data-click-value="{"href":"/learn/prompt-engineering#syllabus","namespace":{"action":"click","app":"video_logged_out_page","component":"vlp_view_syllabus_button","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="vlp_view_syllabus_button" data-track-href="/learn/prompt-engineering#syllabus" href="/learn/prompt-engineering#syllabus" to="/learn/prompt-engineering#syllabus" class="cds-149 cds-button-disableElevation 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width="16" id="cds-react-aria-15" class="css-0"><title id="cds-react-aria-15-title">Filled Star</title><path d="M13.63 6.32h-4L8.3 2.22a.33.33 0 00-.547-.143.35.35 0 00-.083.123L6.32 6.32h-4a.34.34 0 00-.32.32.36.36 0 00.12.27L5.5 9.49l-1.3 4.08a.33.33 0 00.23.41.358.358 0 00.3-.05L8 11.39l3.28 2.54a.33.33 0 00.46 0 .3.3 0 00.06-.31l-1.31-4.13 3.37-2.58a.32.32 0 00.08-.45.34.34 0 00-.31-.14z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M7.566 1.05a1.33 1.33 0 011.688.87l1.103 3.4h3.24a1.34 1.34 0 011.155.557l.002.002a1.32 1.32 0 01-.3 1.836l-2.799 2.142 1.093 3.443a1.3 1.3 0 01-.273 1.308l-.019.02-.019.02a1.33 1.33 0 01-1.799.05l-2.637-2.043-2.68 2.083-.025.017a1.36 1.36 0 01-1.598-.045 1.33 1.33 0 01-.459-1.418l.004-.013 1.09-3.421-2.85-2.177-.03-.026A1.36 1.36 0 011 6.635V6.61l.002-.026a1.34 1.34 0 011.26-1.261l.03-.002h3.303L6.73 1.857l.012-.03a1.35 1.35 0 01.81-.772l.007-.002.007-.003zM4.164 14.944h-.002l.268-.964-.264.965-.002-.001zM7.979 4.47l-.934 2.85h-2.74l2.362 1.802-.863 2.707L8 10.124l2.178 1.687-.853-2.688L11.68 7.32H8.903L7.98 4.47z" fill="#7C6919"></path></svg></span></div></div><div aria-label="Rated 4.8 out of 5 from 4,244 ratings. ." class="css-ci5az1"><p class=" css-kimdhf">4.8 (4,244 ratings)</p></div></div><div data-unit="reviews-bar-graph"><ul class="css-3zzxgd"><li class="css-10atjwn"><div class="css-1fp2u4x"><span class=" css-4s48ix">5 stars</span></div><div class="css-iygiub"><div class="css-44ae0f"><div class="css-aunido"></div></div></div><div class="css-1opqbjm"><span class=" css-4s48ix"><span>85.81%</span></span></div></li><li class="css-10atjwn"><div class="css-1fp2u4x"><span class=" css-4s48ix">4 stars</span></div><div class="css-iygiub"><div class="css-44ae0f"><div class="css-isib9a"></div></div></div><div class="css-1opqbjm"><span class=" css-4s48ix"><span>11.71%</span></span></div></li><li class="css-10atjwn"><div class="css-1fp2u4x"><span class=" css-4s48ix">3 stars</span></div><div class="css-iygiub"><div class="css-44ae0f"><div class="css-xzvz66"></div></div></div><div class="css-1opqbjm"><span class=" css-4s48ix"><span>1.57%</span></span></div></li><li class="css-10atjwn"><div class="css-1fp2u4x"><span class=" css-4s48ix">2 stars</span></div><div class="css-iygiub"><div class="css-44ae0f"><div class="css-1wpr4el"></div></div></div><div class="css-1opqbjm"><span class=" css-4s48ix"><span>0.30%</span></span></div></li><li class="css-10atjwn"><div class="css-1fp2u4x"><span class=" css-4s48ix">1 star</span></div><div class="css-iygiub"><div class="css-44ae0f"><div class="css-1oyb3fi"></div></div></div><div class="css-1opqbjm"><span class=" css-4s48ix"><span>0.58%</span></span></div></li></ul></div></section><section class="top-reviews-module-cds css-1uy43tc"><div class="top-reviews-container-cds"><div data-unit="top-review-card" class="css-17cnd8q"><p class=" css-kimdhf">SB</p><p class=" css-vac8rf">Aug 14, 2023</p><div class="_1mzojlvw" role="img"><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span></div><p class="cds-7 css-1v29vjk cds-9 cds-36">Found the course has given me a greater insight into the world of LLM, how they think and the number of other LLM’s that sit behind ChatGPT. Enjoyed the Coursera platform as a positive learning tool.</p><button class="cds-149 cds-button-disableElevation cds-button-secondary css-1270nx1" tabindex="0" type="button" data-unit="helpful-btn"><span class="cds-button-label"><span class="cds-button-startIcon"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-16" class="css-0"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.2.59v0h.018a1.322 1.322 0 01.135.01 2.393 2.393 0 011.27.532c.692.586 1.09 1.655.664 3.463l-.001.004c-.116.471-.382 1.57-.574 2.381H15.6c1.325 0 2.118.458 2.531 1.163.37.63.37 1.364.369 1.776v.031a.503.503 0 01-.009.093L18 9.95l.491.093-.097.512c-.06.312-.14.737-.228 1.187a68.647 68.647 0 01-.48 2.327c-.052.212-.1.416-.146.612-.127.534-.239 1.002-.35 1.4-.152.541-.32 1.01-.565 1.381a2.052 2.052 0 01-1.052.83c-.434.157-.954.208-1.573.208H8.385a6.5 6.5 0 01-4.183-1.69H2a.5.5 0 01-.5-.5v-8a.5.5 0 01.5-.5h1.6c.7 0 1.181-.18 1.577-.514.417-.352.78-.908 1.17-1.739l.008-.015 2.4-4.68A.5.5 0 019.2.59zm8.3 9.314c-.001-.432-.018-.891-.231-1.255-.187-.317-.594-.669-1.669-.669h-5.52a.5.5 0 01-.487-.613c.17-.732.57-2.39.72-3.004.373-1.58-.028-2.206-.336-2.468a1.31 1.31 0 00-.496-.256L7.249 5.99c-.408.865-.844 1.577-1.426 2.069-.604.51-1.324.75-2.223.75H2.5v7h1.9a.5.5 0 01.348.141 5.5 5.5 0 003.66 1.55H14c.58 0 .963-.052 1.232-.15.249-.09.415-.223.558-.44.157-.237.29-.58.437-1.1.106-.377.21-.816.335-1.341l.152-.637v-.003c.097-.39.294-1.375.47-2.28l.228-1.182.088-.464z" fill="currentColor"></path></svg></span>Helpful?</span></button></div><div data-unit="top-review-card" class="css-17cnd8q"><p class=" css-kimdhf">WA</p><p class=" css-vac8rf">Apr 18, 2024</p><div class="_1mzojlvw" role="img"><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span></div><p class="cds-7 css-1v29vjk cds-9 cds-36">I really loved it, I used chatgpt to understand the videos and I'm glad coursera offers context under the videos, this helped me finish the certificate in not a long time, all it takes is dedication.</p><button class="cds-149 cds-button-disableElevation cds-button-secondary css-1270nx1" tabindex="0" type="button" data-unit="helpful-btn"><span class="cds-button-label"><span class="cds-button-startIcon"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-17" class="css-0"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.2.59v0h.018a1.322 1.322 0 01.135.01 2.393 2.393 0 011.27.532c.692.586 1.09 1.655.664 3.463l-.001.004c-.116.471-.382 1.57-.574 2.381H15.6c1.325 0 2.118.458 2.531 1.163.37.63.37 1.364.369 1.776v.031a.503.503 0 01-.009.093L18 9.95l.491.093-.097.512c-.06.312-.14.737-.228 1.187a68.647 68.647 0 01-.48 2.327c-.052.212-.1.416-.146.612-.127.534-.239 1.002-.35 1.4-.152.541-.32 1.01-.565 1.381a2.052 2.052 0 01-1.052.83c-.434.157-.954.208-1.573.208H8.385a6.5 6.5 0 01-4.183-1.69H2a.5.5 0 01-.5-.5v-8a.5.5 0 01.5-.5h1.6c.7 0 1.181-.18 1.577-.514.417-.352.78-.908 1.17-1.739l.008-.015 2.4-4.68A.5.5 0 019.2.59zm8.3 9.314c-.001-.432-.018-.891-.231-1.255-.187-.317-.594-.669-1.669-.669h-5.52a.5.5 0 01-.487-.613c.17-.732.57-2.39.72-3.004.373-1.58-.028-2.206-.336-2.468a1.31 1.31 0 00-.496-.256L7.249 5.99c-.408.865-.844 1.577-1.426 2.069-.604.51-1.324.75-2.223.75H2.5v7h1.9a.5.5 0 01.348.141 5.5 5.5 0 003.66 1.55H14c.58 0 .963-.052 1.232-.15.249-.09.415-.223.558-.44.157-.237.29-.58.437-1.1.106-.377.21-.816.335-1.341l.152-.637v-.003c.097-.39.294-1.375.47-2.28l.228-1.182.088-.464z" fill="currentColor"></path></svg></span>Helpful?</span></button></div></div></section></div><div class="rc-LessonLectures vlp-container-section css-1594yea"><p class="css-bhp9hb">From the lesson</p><p class="css-1ewek23">Prompt Patterns II</p><div class="other-videos css-1ayfkkm"><div class="video-link-wrapper current-video css-ehfz2c"><a class="cds-7 cds-1 cds-3 other-video-link-cds css-1x46sv6 cds-30" href="/lecture/prompt-engineering/game-play-pattern-2GD0T" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="other_videos_link"><span class="css-3xuzu9"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="play-icon css-19e2cig" name="play-circle" id="cds-react-aria-18"><path fill-rule="evenodd" clip-rule="evenodd" d="M2.5.04L13.872 8 2.5 15.96V.04zm1 1.92v12.08L12.128 8 3.5 1.96z" fill="currentColor"></path></svg></span><span class="video-name css-4s48ix">Game Play Pattern</span><span class="video-duration css-kimdhf">16:21</span></a></div><div class="video-link-wrapper css-ehfz2c"><a class="cds-7 cds-1 cds-3 other-video-link-cds css-1x46sv6 cds-30" href="/lecture/prompt-engineering/template-pattern-8ZFrX" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="other_videos_link"><span class="css-3xuzu9"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="play-icon css-19e2cig" name="play-circle" id="cds-react-aria-19"><path fill-rule="evenodd" clip-rule="evenodd" d="M2.5.04L13.872 8 2.5 15.96V.04zm1 1.92v12.08L12.128 8 3.5 1.96z" fill="currentColor"></path></svg></span><span class="video-name css-4s48ix">Template Pattern</span><span class="video-duration css-kimdhf">12:13</span></a></div><div class="video-link-wrapper css-ehfz2c"><a class="cds-7 cds-1 cds-3 other-video-link-cds css-1x46sv6 cds-30" href="/lecture/prompt-engineering/meta-language-creation-pattern-hVg6P" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="other_videos_link"><span class="css-3xuzu9"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="play-icon css-19e2cig" name="play-circle" id="cds-react-aria-20"><path fill-rule="evenodd" clip-rule="evenodd" d="M2.5.04L13.872 8 2.5 15.96V.04zm1 1.92v12.08L12.128 8 3.5 1.96z" fill="currentColor"></path></svg></span><span class="video-name css-4s48ix">Meta Language Creation Pattern</span><span class="video-duration css-kimdhf">9:43</span></a></div><div class="video-link-wrapper css-ehfz2c"><a class="cds-7 cds-1 cds-3 other-video-link-cds css-1x46sv6 cds-30" href="/lecture/prompt-engineering/recipe-pattern-ewWIE" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="other_videos_link"><span class="css-3xuzu9"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="play-icon css-19e2cig" name="play-circle" id="cds-react-aria-21"><path fill-rule="evenodd" clip-rule="evenodd" d="M2.5.04L13.872 8 2.5 15.96V.04zm1 1.92v12.08L12.128 8 3.5 1.96z" fill="currentColor"></path></svg></span><span class="video-name css-4s48ix">Recipe Pattern</span><span class="video-duration css-kimdhf">7:08</span></a></div><div class="video-link-wrapper css-ehfz2c"><a class="cds-7 cds-1 cds-3 other-video-link-cds css-1x46sv6 cds-30" href="/lecture/prompt-engineering/alternative-approaches-pattern-BE7Im" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="other_videos_link"><span class="css-3xuzu9"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="play-icon css-19e2cig" name="play-circle" id="cds-react-aria-22"><path fill-rule="evenodd" clip-rule="evenodd" d="M2.5.04L13.872 8 2.5 15.96V.04zm1 1.92v12.08L12.128 8 3.5 1.96z" fill="currentColor"></path></svg></span><span class="video-name css-4s48ix">Alternative Approaches Pattern</span><span class="video-duration css-kimdhf">14:04</span></a></div></div></div><div class="rc-CourseInstructorsCds vlp-container-section"><h3 class="taught-by css-6ecy9b">Taught By</h3><ul class="instructors-info-list css-xnnra9"><li 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","thumbnailURL":"https://d3c33hcgiwev3.cloudfront.net/imageAssetProxy.v1/w9ocD7JYRqG-CtS8Dab4Ow.processed/thumbnails/720p/0.jpg?expiry=1732492800000&hmac=eAUrptjyhDO2R2z9pLL_qHIGy9BBUAXyguIOu79lvcg","contentURL":"https://d3c33hcgiwev3.cloudfront.net/w9ocD7JYRqG-CtS8Dab4Ow.processed/full/720p/index.mp4?Expires=1732492800&Signature=eM382rrjVO046LSwgXTT8oGCQqO9XGKrBHg0ZsTbwCrWiOrW6mjUT1QmkIrptdPCsk3U6ul2BF22vOp1VkYmT6g8qsPAA9SyK54aldcjVbp2ioBbiIN0iKsjA0UEiIe4IVFWkDxYXfn1G5zhsQoqAKV82I0pNok4rysKW2hjPYE_&Key-Pair-Id=APKAJLTNE6QMUY6HBC5A","duration":"PT16M21S","uploadDate":"2023-05-03T14:28:52.723Z","isPartOf":{"@id":"https://www.coursera.org/learn/prompt-engineering#mooc","@type":"Course","Name":"Prompt Engineering for ChatGPT","Description":"ChatGPT and other large language models are going to be more important in your life and business than your smartphone, if you use them right. ChatGPT can tutor your child in math, generate a meal plan and recipes, write software applications for your business, help you improve your personal cybersecurity, and that is just in the first hour that you use it. This course will teach you how to be an expert user of these generative AI tools. The course will show amazing examples of how you can tap into these generative AI tools' emergent intelligence and reasoning, how you can use them to be more productive day to day, and give you insight into how they work.\n\nLarge language models respond to instructions and questions posed by users in natural language statements, known as “prompts”. Although large language models will disrupt many fields, most users lack the skills to write effective prompts. Expert users, who understand how to write good prompts, are orders of magnitude more productive and can unlock significantly more creative uses for these tools. \n\nThis course introduces students to the patterns and approaches for writing effective prompts for large language models. Anyone can take the course and the only required knowledge is basic computer usage skills, such as using a browser and accessing ChatGPT. Students will start with basic prompts and build towards writing sophisticated prompts to solve problems in any domain. By the end of the course, students will have strong prompt engineering skills and be capable of using large language models for a wide range of tasks in their job, business, personal life, and education, such as writing, summarization, game play, planning, simulation, and programming.","Provider":{"@id":"https://www.coursera.org#corporation","@type":"Corporation","name":"Coursera"}},"transcript":"One thing that I find really helpful when I'm trying to learn a new topic or improve my skills, I will just have fun is to play a game. When we can play games with new knowledge that we're trying to acquire, it's usually a fun way to really become masters of that knowledge and test our ability to use it. Particularly, the games are fun and challenging and so one of the patterns that we can use is called the gameplay pattern. The idea behind this pattern is we're going to ask ChatGPT or another large language model to play a game with us and it's going to decide the rules. It's going to be the game master in most cases. Now we can give it a variety of different scenarios that can govern what its role is in the game. But we're going to look at gameplay where the large language model is serving as the game master. It's creating the rules and it's driving the game. We can then take a game and we can say, I'd like a game on this topic or that has these basic rules fill in the rest. One of the things that's really nice about this is that if we say create a game and we give it some basic structure around the game, it can tap into its training data in order to populate the game with content. If you think about games like getting the rules right, obviously takes a lot of thought. But then there's a whole other challenge for a lot of games of how do you create a lot of great content to go with that game and so this is a pattern where we can tap into the training data from the large language model in order to help it populate the content. Now we can also do a pretty good job of deciding the rules as well but we're not going to necessarily look in these examples that complex rule generation. But we are going to look at a really useful example of this and I'm going to show you how to create a game to improve your own prompt engineering skills. The basic pattern of this is to say, \"We're going to play a game and we say involving or about or whatever, and we want to give it the topic.\" We start off this pattern by saying we're going to play a game and here's the topic. Then we decide some more information about what are the rules of the game. In this case, we're going to have some simple rules. You're going to give me a simple task that can be accomplished via prompting you. I'm telling it we're going to play a game, you pick task where I could theoretically prompt you in order to solve that task. You imagine what we're trying to do is have it play a game with us where it's going to give us a challenge of something we would try to write a prompt for and then we're going to write the prompt and see if we did a good job and then we're going to say your task should all have a reasoning or programming component to them although they shouldn't require source code. Now the reason I do this in this game is, you get more interesting questions in my experience if you have some logical component to this. Remember, we talked about prompts as a way of programming a large language model that everybody can be a programmer and that's what we're trying to get at. We don't just want to generate a bunch of points about lonely tree standing in the middle of the field. We'd like to do more than that. We'd like to have to solve problems that have some logical or interesting component to them and that's what we're getting at here with this problem. We're going to build a game. It's going to challenge us to develop different prompts and then we're going to try to make these tasks that we're solving related to programming or logical things. Now next, we go on and we give it some more rules. I will try to write a prompt to solve the task. You will give me the output of the prompt and tell me how well it solved the task. It's going to give us the task and you notice we're also, we're adding it, ask us questions, so it's going to give us the task. The task is going to be something that can be solved with a prompt, will write the prompt, and then it will run the prompt in order to generate the output that that prompt would have output and then it's going to tell us how good our prompt was. This is interesting. We're actually having it play a game where he's pretending to be prompted and then telling us how good our prompts are. Ask me questions until I tell you to stop. You will ask me a question, wait for my response, and then ask me another question after telling me how I did. Ask me the first question. It says, \"Great. Let's get started with this first task.\" Given a list of numbers, determine whether the list contains any duplicate elements. If it does return yes, there are duplicates. If it does not, no duplicate is found. Now we've got a specific prompt engineering task. We're going to have to figure out how do we write a prompt where we give it a list of numbers and have it return one or the other of these things and it's interesting. This is one of the challenges that we often face when we're dealing with a large language model is getting it to generate a precise output. It's giving us something where it has a thought component to it of like how do we design and tell it about what it is we're trying to achieve. But also, it's also got an output component. We're trying to match a specific output format. Then it says, \"Please write a prompt for me to solve this task.\" I'm going to solve this task using few shot examples. I give it a list of numbers, I show it some examples. I say basically in my prompt essay, here's the numbers 1, 2, 3, and then I have duplicates. I'd say no duplicates found. Then I have numbers 2, 2, 2 duplicates. Yes, there are duplicates and I'm following the output format it told us and then I'm going through and giving you a series of few-shot examples to solve this and then I prompt it. My final end of my prompt is basically duplicates question mark on the list I just gave it, which is solving the problem that it's asking for or trying to see what it says. But basically, I'm asking it, does this list have duplicates? We're hoping that what it says is no duplicates found and match this exact format that I provided before. It does, it says no duplicates found right here. Then what's nice is it does the other part of the game that we explain your prompt effectively communicate the tasks and provided examples of different tasks are of different cases. The task was to determine whether list of numbers contains any duplicate elements and you provide it with examples based on your prompt that was able to correctly determined the list does not contain any duplicate elements. Then it goes on and it says, let's move on to the next task. Now it's playing the game, so it's moved onto the next task. Given a sentence, count the number of words in the sentence, and return the results in the format. The sentence contains X words, where X is the number of words. It's giving us an output that I have to produce. Notice it's given an output now where I have to put the output in a different particular format. Before we just had to go and say there's duplicates are no duplicates. But now we're having to do something a little more complicated. We're having to count words in the sentence and then make sure that count shows up in a particular place and the output. This is exactly testing our knowledge of prompt engineering and some of the patterns and other techniques that we've seen in the past. Please write a prompt for me to solve this task. I'm going to use a pattern called the template pattern to do this. What we say is I'm going to give you a template for your output. Number is my place holder in all caps. Fill in my placeholder with your output. Please preserve the overall formatting of my template is, and then I have the sentence contains number words. I'm going to solve this problem. Here's my prompt to go and solve this problem and then I say how many words are in the following sentence, the cat jumped on the mat. It says the sentence contains six words, which we see is exactly the format that it was looking for and then it tells us that grades us on our prompt. What's really nice about this gameplay example is that from now on you can go and use it to test your ability to do prompt engineering and you don't have to think of what are prompt engineering tasks that I could try out. You can just use this prompt to have it generate the content for you. It can think of the ideas of the problems for you to solve with prompt engineering and we can see in this simple example, it's already gone untested some different dimensions, a prompts for us and given us some opportunities to try out some different patterns. Then goes on and it gives us another interesting one. Given a date in the format, yyyy, mm, dd meaning year, month date determine whether the year is a leap year or if not. If it is a leap year or the year is yyyy, is a leap year if it's not. How do I solve this? I'm going to go through and give it some few-shot examples similar to a dead before. But it's testing my ability to figure out what do I do to solve this in this particular case and then it gives us the right output that 2023 is not a leap year. Now what's really nice about this is remember, it's supposed to be checking our prompts and testing our prompt engineering skills and I want to show you something that I didn't even notice until it told me and tested me. I said date 2009, 7, 24 so July 24th, 2009 and then in my example, I said leap year right here and then I said the year 2004 is not a leap year. My prompt example actually had a mistake because I'm asking if July 24, 2009 is a leap year and then in my example, I give it the wrong template. I say the year 2004 is not a leap year. It should have been the year 2009 is not a leap year. Then it actually notes that right here it says there's a small typo in the third example. The year 2004 is not a leap year, should be the year 2009 is not a leap year, but did not affect my ability to understand and respond to the task. But it does give me feedback on my prompt engineering and also shows me I need to be careful about the examples I'm giving it. If I make a mistake in my example, in this case, I got lucky and it didn't affect things, but it could in future ones. It then goes on. It gives me a new one which I didn't actually go and solve. Given a string of characters, determine whether a string is a palindrome. The string is a palindrome and if the string is not a palindrome return the string is not a palindrome replaced string with the actual string. It's getting a little repetitious in here, but we could go in and inject additional ideas to help tailor the output even more. You can imagine we might want to go in and target our prompt engineering a little more. Now, we've been learning a lot of prompt patterns in this paper. One way we can adapt this game is we can give it a more specific topic about the type of prompts we're trying to develop. In this example I'm going to take the description of the recipe prompt pattern and what's helpful is you can go to our prompt patterns paper and you can actually take a little section or explanation of those patterns along with the name and you can provide it into this game as contexts and it does a reasonable job if you provide enough information on the pattern and examples of asking you questions that would use that pattern to solve it. In this one I go and I actually modify the game and I say, all of your questions should revolve around the recipe prompt pattern. This pattern provides constraints to ultimately output a sequence of steps given some partially provided ingredients that must be configured in a sequence of steps to achieve a stated goal. The pattern is not about cooking per se. Now, I added this in here because I knew in my heart that it was going to want to ask me cooking questions. That's fine but I've done enough of those. But creating a complete sequence of steps to achieve a goal given an incomplete list of intermediate steps. I really want to use this cookie and is obviously a natural way of talking about recipes but I don't want it to clue in too much on that. I'd rather do some other interesting tasks. Then it says your goal is to create a prompt that instructs me to generate a sequence of steps for assembling a simple wooden bookshelf. The bookshelf has four main components. The top and bottom panels, the side patterns and the side panels and the shelves you've been provided with the following ingredients. Attach the top panel to the side panels insert the shelves into the designated slots. Using these intermediate steps create a prompt that will result in a complete sequence of steps for assembling the bookshelf. Remember the prompt should be designed to fill in any missing steps and provide a clear order for completing the assembly. Now what's interesting is, is this an interesting problem because it has to have an understanding of a bookshelf in its structure and you'd have to go and write a prompt that's going to elicit the right problem-solving behavior on assembly of a bookshelf. It's a cool little problem. I then I went and I took it and I said, all right, well let's use another one of the patterns from the paper. I adapt and I say, we're now going to change the topic of your questions. The topic is now the context manager pattern and then I'm basically providing the intent and contexts from the paper and I'm saying, this pattern enables you to specify or remove context for conversation. I'm not going to go into the details. It did a pretty good job. It asked me a question about the Eiffel Tower and its construction. Then I went and I said change the topic. Again I said we're going to change the top of the question, the topic is now the template pattern. I describe what the template pattern is and it actually does something that follows what is exactly set in here, which is you might want to generate a URL. We might get all URLs. We might want to tweak this a little bit, but it does a good job at then gives me a task. Your goal is to create a prompt that instructs me to generate a URL for a product page on an e-commerce website. The URL should follow a specific template structure and it gives me the structure of product id/name, the product id and product name are placeholders that needs to be replaced with the actual values. You can see how I've got this game. It can test me on prompt engineering. I'm learning about prompt engineering. It can actually give me helpful feedback. It caught on a typo in my few short examples, and then I can go and tweak it. I can say, now the topic is, we're going to do a game based on this particular prompt pattern. Now we're going to do one based on this pattern. What you'll see is you'll get interesting content that will come out of it and challenges of things you can try to prompt. Now they may not all be good. They may not all be interesting. You may get in a rut where they're like getting repetitive. But that is on you then to think about what additional information do you go and inject into this game to make it fun again, or to make it more variable. I was pretty surprised at the quality of questions that I got, and it brought in a lot of topics like assembling a bookshelf is not what I would have thought about. That's certainly an interesting one or when it asked me about information related to the Eiffel Tower and its construction. All of these things bring fun to the game. Or is it a leap year or not? All of these things are interesting ways and all I did is gave it the base rules and then the topic area and then it pulled in all this information to populate the game with things that helped keep me engaged, new content, new ideas to challenge me and make me have fun. In this case writing out the rules is a lot easier than thinking up all the content for the game which it does really effectively.","author":{"@type":"Person","name":["Dr. Jules White"],"url":["https://www.coursera.org/instructor/juleswhite"]},"Creator":{"@id":"https://www.coursera.org/vanderbilt#institution","@type":"CollegeOrUniversity","name":"Vanderbilt University","url":"https://www.coursera.org/vanderbilt"},"Provider":{"@id":"https://www.coursera.org#organization","@type":"Corporation","name":"Coursera","url":"https://www.coursera.org"}}]} </script> </div></div></div><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 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data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/resources","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/resources" href="https://www.coursera.org/resources" to="https://www.coursera.org/resources" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~e09e213b10ef4bb37bdf6b6c3c573d5f">Career Tools & Resource Hub</a></li></ul></div><div class="cds-45 rc-SubFooterSection lohp-rebrand css-0 cds-47 cds-grid-item cds-97"><p class="rc-SubFooterSection__header lohp-rebrand css-6ecy9b">Coursera</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="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://about.coursera.org/","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://about.coursera.org/" href="https://about.coursera.org/" to="https://about.coursera.org/" class="rc-SubFooterSection__content-column-link-text">About</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://about.coursera.org/how-coursera-works/","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://about.coursera.org/how-coursera-works/" href="https://about.coursera.org/how-coursera-works/" to="https://about.coursera.org/how-coursera-works/" class="rc-SubFooterSection__content-column-link-text">What We Offer</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://about.coursera.org/leadership","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://about.coursera.org/leadership" href="https://about.coursera.org/leadership" to="https://about.coursera.org/leadership" class="rc-SubFooterSection__content-column-link-text">Leadership</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://careers.coursera.com/","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://careers.coursera.com/" href="https://careers.coursera.com/" to="https://careers.coursera.com/" class="rc-SubFooterSection__content-column-link-text">Careers</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/browse","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/browse" href="/browse" to="/browse" class="rc-SubFooterSection__content-column-link-text">Catalog</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/courseraplus","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/courseraplus" href="/courseraplus" to="/courseraplus" class="rc-SubFooterSection__content-column-link-text">Coursera Plus</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/professional-certificate","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/professional-certificate" href="/professional-certificate" to="/professional-certificate" class="rc-SubFooterSection__content-column-link-text">Professional Certificates</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/mastertrack","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/mastertrack" href="/mastertrack" to="/mastertrack" class="rc-SubFooterSection__content-column-link-text">MasterTrack® Certificates</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/degrees","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/degrees" href="/degrees" to="/degrees" class="rc-SubFooterSection__content-column-link-text">Degrees</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/business?utm_campaign=website&utm_content=corp-to-home-footer-for-enterprise&utm_medium=coursera&utm_source=enterprise","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/business?utm_campaign=website&utm_content=corp-to-home-footer-for-enterprise&utm_medium=coursera&utm_source=enterprise" href="/business?utm_campaign=website&utm_content=corp-to-home-footer-for-enterprise&utm_medium=coursera&utm_source=enterprise" to="/business?utm_campaign=website&utm_content=corp-to-home-footer-for-enterprise&utm_medium=coursera&utm_source=enterprise" class="rc-SubFooterSection__content-column-link-text">For Enterprise</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/government?utm_campaign=website&utm_content=corp-to-home-footer-for-government&utm_medium=coursera&utm_source=enterprise","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/government?utm_campaign=website&utm_content=corp-to-home-footer-for-government&utm_medium=coursera&utm_source=enterprise" href="/government?utm_campaign=website&utm_content=corp-to-home-footer-for-government&utm_medium=coursera&utm_source=enterprise" to="/government?utm_campaign=website&utm_content=corp-to-home-footer-for-government&utm_medium=coursera&utm_source=enterprise" class="rc-SubFooterSection__content-column-link-text">For Government</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/campus?utm_campaign=website&utm_content=corp-to-home-footer-for-campus&utm_medium=coursera&utm_source=enterprise","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/campus?utm_campaign=website&utm_content=corp-to-home-footer-for-campus&utm_medium=coursera&utm_source=enterprise" href="/campus?utm_campaign=website&utm_content=corp-to-home-footer-for-campus&utm_medium=coursera&utm_source=enterprise" to="/campus?utm_campaign=website&utm_content=corp-to-home-footer-for-campus&utm_medium=coursera&utm_source=enterprise" class="rc-SubFooterSection__content-column-link-text">For Campus</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://partnerships.coursera.org/?utm_medium=coursera&utm_source=partnerships&utm_campaign=website&utm_content=corp-to-home-footer-become-a-partner","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://partnerships.coursera.org/?utm_medium=coursera&utm_source=partnerships&utm_campaign=website&utm_content=corp-to-home-footer-become-a-partner" href="https://partnerships.coursera.org/?utm_medium=coursera&utm_source=partnerships&utm_campaign=website&utm_content=corp-to-home-footer-become-a-partner" to="https://partnerships.coursera.org/?utm_medium=coursera&utm_source=partnerships&utm_campaign=website&utm_content=corp-to-home-footer-become-a-partner" class="rc-SubFooterSection__content-column-link-text">Become a Partner</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/social-impact","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/social-impact" href="/social-impact" to="/social-impact" class="rc-SubFooterSection__content-column-link-text">Social Impact</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/courses?query=free","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/courses?query=free" href="https://www.coursera.org/courses?query=free" to="https://www.coursera.org/courses?query=free" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~09f2f10c10976ef1bd695faec2a91a4c">Free Courses</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/explore/ects-credit-recommendation","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/explore/ects-credit-recommendation" href="https://www.coursera.org/explore/ects-credit-recommendation" to="https://www.coursera.org/explore/ects-credit-recommendation" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~ec65139883d0e2169d45f6b64fb6c0dd">ECTS Credit Recommendations</a></li></ul></div><div class="cds-45 rc-SubFooterSection lohp-rebrand css-0 cds-47 cds-grid-item cds-97"><p class="rc-SubFooterSection__header lohp-rebrand css-6ecy9b">Community</p><ul class="rc-SubFooterSection__content-column-links" role="list"><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.community","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.community" href="https://www.coursera.community" to="https://www.coursera.community" class="rc-SubFooterSection__content-column-link-text">Learners</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/partners","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/partners" href="https://www.coursera.org/partners" to="https://www.coursera.org/partners" class="rc-SubFooterSection__content-column-link-text">Partners</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.support/s/article/360000152926-Become-a-Coursera-beta-tester","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.support/s/article/360000152926-Become-a-Coursera-beta-tester" href="https://www.coursera.support/s/article/360000152926-Become-a-Coursera-beta-tester" to="https://www.coursera.support/s/article/360000152926-Become-a-Coursera-beta-tester" class="rc-SubFooterSection__content-column-link-text">Beta Testers</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://blog.coursera.org","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://blog.coursera.org" href="https://blog.coursera.org" to="https://blog.coursera.org" class="rc-SubFooterSection__content-column-link-text" target="_blank" rel="noopener noreferrer">Blog</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://open.spotify.com/show/58M36bneU7REOofdPZxe6A","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://open.spotify.com/show/58M36bneU7REOofdPZxe6A" href="https://open.spotify.com/show/58M36bneU7REOofdPZxe6A" to="https://open.spotify.com/show/58M36bneU7REOofdPZxe6A" class="rc-SubFooterSection__content-column-link-text">The Coursera Podcast</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://medium.com/coursera-engineering","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://medium.com/coursera-engineering" href="https://medium.com/coursera-engineering" to="https://medium.com/coursera-engineering" class="rc-SubFooterSection__content-column-link-text" target="_blank" rel="noopener noreferrer">Tech Blog</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/teaching-center","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/teaching-center" href="/teaching-center" to="/teaching-center" class="rc-SubFooterSection__content-column-link-text" target="_blank" rel="noopener noreferrer">Teaching Center</a></li></ul></div><div class="cds-45 rc-SubFooterSection lohp-rebrand css-0 cds-47 cds-grid-item cds-97"><p class="rc-SubFooterSection__header lohp-rebrand css-6ecy9b">More</p><ul class="rc-SubFooterSection__content-column-links" role="list"><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" 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--\u003E 00:00:14.400\nnew knowledge that we're\ntrying to acquire,\n\n6\n00:00:14.400 --\u003E 00:00:16.730\nit's usually a fun\nway to really become\n\n7\n00:00:16.730 --\u003E 00:00:19.490\nmasters of that knowledge and\ntest our ability to use it.\n\n8\n00:00:19.490 --\u003E 00:00:22.580\nParticularly, the games are\nfun and challenging and\n\n9\n00:00:22.580 --\u003E 00:00:24.950\nso one of the patterns that we\n\n10\n00:00:24.950 --\u003E 00:00:27.380\ncan use is called the\ngameplay pattern.\n\n11\n00:00:27.380 --\u003E 00:00:29.570\nThe idea behind this pattern is\n\n12\n00:00:29.570 --\u003E 00:00:32.635\nwe're going to ask ChatGPT\n\n13\n00:00:32.635 --\u003E 00:00:35.360\nor another large\nlanguage model to play\n\n14\n00:00:35.360 --\u003E 00:00:38.090\na game with us and it's\ngoing to decide the rules.\n\n15\n00:00:38.090 --\u003E 00:00:40.305\nIt's going to be the game\nmaster in most cases.\n\n16\n00:00:40.305 --\u003E 00:00:42.620\nNow we can give it a variety of\n\n17\n00:00:42.620 --\u003E 00:00:45.395\ndifferent scenarios that can\n\n18\n00:00:45.395 --\u003E 00:00:47.350\ngovern what its role\nis in the game.\n\n19\n00:00:47.350 --\u003E 00:00:49.775\nBut we're going to\nlook at gameplay\n\n20\n00:00:49.775 --\u003E 00:00:52.070\nwhere the large language model\n\n21\n00:00:52.070 --\u003E 00:00:53.650\nis serving as the game master.\n\n22\n00:00:53.650 --\u003E 00:00:57.835\nIt's creating the rules\nand it's driving the game.\n\n23\n00:00:57.835 --\u003E 00:01:00.995\nWe can then take a\ngame and we can say,\n\n24\n00:01:00.995 --\u003E 00:01:03.110\nI'd like a game on this topic or\n\n25\n00:01:03.110 --\u003E 00:01:06.110\nthat has these basic\nrules fill in the rest.\n\n26\n00:01:06.110 --\u003E 00:01:07.910\nOne of the things\nthat's really nice\n\n27\n00:01:07.910 --\u003E 00:01:10.100\nabout this is that\nif we say create\n\n28\n00:01:10.100 --\u003E 00:01:11.930\na game and we give it\n\n29\n00:01:11.930 --\u003E 00:01:14.300\nsome basic structure\naround the game,\n\n30\n00:01:14.300 --\u003E 00:01:16.850\nit can tap into its\ntraining data in\n\n31\n00:01:16.850 --\u003E 00:01:19.510\norder to populate the\ngame with content.\n\n32\n00:01:19.510 --\u003E 00:01:23.495\nIf you think about games like\ngetting the rules right,\n\n33\n00:01:23.495 --\u003E 00:01:24.970\nobviously takes a\nlot of thought.\n\n34\n00:01:24.970 --\u003E 00:01:27.260\nBut then there's a whole\nother challenge for a lot of\n\n35\n00:01:27.260 --\u003E 00:01:29.840\ngames of how do you\ncreate a lot of\n\n36\n00:01:29.840 --\u003E 00:01:32.330\ngreat content to go with\n\n37\n00:01:32.330 --\u003E 00:01:34.940\nthat game and so\nthis is a pattern\n\n38\n00:01:34.940 --\u003E 00:01:37.220\nwhere we can tap into\nthe training data from\n\n39\n00:01:37.220 --\u003E 00:01:38.690\nthe large language\nmodel in order to\n\n40\n00:01:38.690 --\u003E 00:01:40.265\nhelp it populate the content.\n\n41\n00:01:40.265 --\u003E 00:01:42.095\nNow we can also do\na pretty good job\n\n42\n00:01:42.095 --\u003E 00:01:44.060\nof deciding the rules as well\n\n43\n00:01:44.060 --\u003E 00:01:45.590\nbut we're not going to\nnecessarily look in\n\n44\n00:01:45.590 --\u003E 00:01:48.290\nthese examples that\ncomplex rule generation.\n\n45\n00:01:48.290 --\u003E 00:01:50.180\nBut we are going to look at\n\n46\n00:01:50.180 --\u003E 00:01:52.610\na really useful example\nof this and I'm going to\n\n47\n00:01:52.610 --\u003E 00:01:54.800\nshow you how to create a game to\n\n48\n00:01:54.800 --\u003E 00:01:57.725\nimprove your own prompt\nengineering skills.\n\n49\n00:01:57.725 --\u003E 00:02:00.950\nThe basic pattern\nof this is to say,\n\n50\n00:02:00.950 --\u003E 00:02:03.050\n\"We're going to play a game\n\n51\n00:02:03.050 --\u003E 00:02:06.440\nand we say involving\nor about or whatever,\n\n52\n00:02:06.440 --\u003E 00:02:07.850\nand we want to give\nit the topic.\"\n\n53\n00:02:07.850 --\u003E 00:02:09.890\nWe start off this\npattern by saying\n\n54\n00:02:09.890 --\u003E 00:02:12.865\nwe're going to play a game\nand here's the topic.\n\n55\n00:02:12.865 --\u003E 00:02:15.950\nThen we decide some\nmore information\n\n56\n00:02:15.950 --\u003E 00:02:17.450\nabout what are the\nrules of the game.\n\n57\n00:02:17.450 --\u003E 00:02:19.675\nIn this case, we're going\nto have some simple rules.\n\n58\n00:02:19.675 --\u003E 00:02:22.430\nYou're going to give\nme a simple task that\n\n59\n00:02:22.430 --\u003E 00:02:25.430\ncan be accomplished\nvia prompting you.\n\n60\n00:02:25.430 --\u003E 00:02:28.565\nI'm telling it we're\ngoing to play a game,\n\n61\n00:02:28.565 --\u003E 00:02:30.410\nyou pick task where I could\n\n62\n00:02:30.410 --\u003E 00:02:33.505\ntheoretically prompt you in\norder to solve that task.\n\n63\n00:02:33.505 --\u003E 00:02:35.060\nYou imagine what\nwe're trying to do is\n\n64\n00:02:35.060 --\u003E 00:02:36.710\nhave it play a game with\nus where it's going to\n\n65\n00:02:36.710 --\u003E 00:02:38.300\ngive us a challenge\nof something we would\n\n66\n00:02:38.300 --\u003E 00:02:40.130\ntry to write a\nprompt for and then\n\n67\n00:02:40.130 --\u003E 00:02:42.020\nwe're going to write\nthe prompt and see if\n\n68\n00:02:42.020 --\u003E 00:02:44.310\nwe did a good job and\nthen we're going to say\n\n69\n00:02:44.310 --\u003E 00:02:46.760\nyour task should all\nhave a reasoning or\n\n70\n00:02:46.760 --\u003E 00:02:48.920\nprogramming component to them\n\n71\n00:02:48.920 --\u003E 00:02:51.020\nalthough they shouldn't\nrequire source code.\n\n72\n00:02:51.020 --\u003E 00:02:55.765\nNow the reason I do\nthis in this game is,\n\n73\n00:02:55.765 --\u003E 00:02:58.090\nyou get more interesting\nquestions in\n\n74\n00:02:58.090 --\u003E 00:03:01.150\nmy experience if you have some\nlogical component to this.\n\n75\n00:03:01.150 --\u003E 00:03:02.330\nRemember, we talked about\n\n76\n00:03:02.330 --\u003E 00:03:05.030\nprompts as a way of programming\n\n77\n00:03:05.030 --\u003E 00:03:07.280\na large language model\nthat everybody can be\n\n78\n00:03:07.280 --\u003E 00:03:09.680\na programmer and that's what\nwe're trying to get at.\n\n79\n00:03:09.680 --\u003E 00:03:11.960\nWe don't just want to generate\na bunch of points about\n\n80\n00:03:11.960 --\u003E 00:03:15.905\nlonely tree standing in\nthe middle of the field.\n\n81\n00:03:15.905 --\u003E 00:03:17.660\nWe'd like to do more than that.\n\n82\n00:03:17.660 --\u003E 00:03:19.700\nWe'd like to have to\nsolve problems that have\n\n83\n00:03:19.700 --\u003E 00:03:21.950\nsome logical or\ninteresting component to\n\n84\n00:03:21.950 --\u003E 00:03:23.210\nthem and that's what we're\n\n85\n00:03:23.210 --\u003E 00:03:24.835\ngetting at here\nwith this problem.\n\n86\n00:03:24.835 --\u003E 00:03:26.145\nWe're going to build a game.\n\n87\n00:03:26.145 --\u003E 00:03:28.310\nIt's going to challenge\nus to develop\n\n88\n00:03:28.310 --\u003E 00:03:30.530\ndifferent prompts and\nthen we're going to\n\n89\n00:03:30.530 --\u003E 00:03:33.260\ntry to make these tasks\nthat we're solving\n\n90\n00:03:33.260 --\u003E 00:03:36.490\nrelated to programming\nor logical things.\n\n91\n00:03:36.490 --\u003E 00:03:39.440\nNow next, we go on and we\ngive it some more rules.\n\n92\n00:03:39.440 --\u003E 00:03:42.095\nI will try to write a\nprompt to solve the task.\n\n93\n00:03:42.095 --\u003E 00:03:43.790\nYou will give me the output of\n\n94\n00:03:43.790 --\u003E 00:03:49.130\nthe prompt and tell me how\nwell it solved the task.\n\n95\n00:03:49.130 --\u003E 00:03:52.775\nIt's going to give us the task\nand you notice we're also,\n\n96\n00:03:52.775 --\u003E 00:03:54.560\nwe're adding it,\nask us questions,\n\n97\n00:03:54.560 --\u003E 00:03:56.240\nso it's going to\ngive us the task.\n\n98\n00:03:56.240 --\u003E 00:03:57.740\nThe task is going to\nbe something that\n\n99\n00:03:57.740 --\u003E 00:03:59.255\ncan be solved with a prompt,\n\n100\n00:03:59.255 --\u003E 00:04:00.500\nwill write the prompt,\n\n101\n00:04:00.500 --\u003E 00:04:02.390\nand then it will\nrun the prompt in\n\n102\n00:04:02.390 --\u003E 00:04:04.535\norder to generate the\noutput that that prompt\n\n103\n00:04:04.535 --\u003E 00:04:07.115\nwould have output and then\n\n104\n00:04:07.115 --\u003E 00:04:09.785\nit's going to tell us\nhow good our prompt was.\n\n105\n00:04:09.785 --\u003E 00:04:11.480\nThis is interesting.\nWe're actually having\n\n106\n00:04:11.480 --\u003E 00:04:13.340\nit play a game where\nhe's pretending\n\n107\n00:04:13.340 --\u003E 00:04:14.945\nto be prompted and then\n\n108\n00:04:14.945 --\u003E 00:04:17.360\ntelling us how good\nour prompts are.\n\n109\n00:04:17.360 --\u003E 00:04:20.615\nAsk me questions until\nI tell you to stop.\n\n110\n00:04:20.615 --\u003E 00:04:22.565\nYou will ask me a question,\n\n111\n00:04:22.565 --\u003E 00:04:23.780\nwait for my response,\n\n112\n00:04:23.780 --\u003E 00:04:25.930\nand then ask me another question\n\n113\n00:04:25.930 --\u003E 00:04:27.955\nafter telling me how I did.\n\n114\n00:04:27.955 --\u003E 00:04:29.975\nAsk me the first question.\n\n115\n00:04:29.975 --\u003E 00:04:31.800\nIt says, \"Great.\n\n116\n00:04:31.800 --\u003E 00:04:34.120\nLet's get started with\nthis first task.\"\n\n117\n00:04:34.120 --\u003E 00:04:37.100\nGiven a list of numbers,\n\n118\n00:04:37.100 --\u003E 00:04:38.795\ndetermine whether the list\n\n119\n00:04:38.795 --\u003E 00:04:41.095\ncontains any duplicate elements.\n\n120\n00:04:41.095 --\u003E 00:04:44.570\nIf it does return yes,\nthere are duplicates.\n\n121\n00:04:44.570 --\u003E 00:04:47.075\nIf it does not, no\nduplicate is found.\n\n122\n00:04:47.075 --\u003E 00:04:50.105\nNow we've got a specific\nprompt engineering task.\n\n123\n00:04:50.105 --\u003E 00:04:51.710\nWe're going to have to\nfigure out how do we\n\n124\n00:04:51.710 --\u003E 00:04:53.180\nwrite a prompt where\nwe give it a list of\n\n125\n00:04:53.180 --\u003E 00:04:54.845\nnumbers and have it return\n\n126\n00:04:54.845 --\u003E 00:04:57.905\none or the other of these\nthings and it's interesting.\n\n127\n00:04:57.905 --\u003E 00:04:59.420\nThis is one of the\nchallenges that\n\n128\n00:04:59.420 --\u003E 00:05:00.860\nwe often face when\nwe're dealing with\n\n129\n00:05:00.860 --\u003E 00:05:02.150\na large language\nmodel is getting it\n\n130\n00:05:02.150 --\u003E 00:05:04.775\nto generate a precise output.\n\n131\n00:05:04.775 --\u003E 00:05:08.030\nIt's giving us\nsomething where it has\n\n132\n00:05:08.030 --\u003E 00:05:10.370\na thought component to it\nof like how do we design\n\n133\n00:05:10.370 --\u003E 00:05:12.985\nand tell it about what it\nis we're trying to achieve.\n\n134\n00:05:12.985 --\u003E 00:05:15.390\nBut also, it's also got\nan output component.\n\n135\n00:05:15.390 --\u003E 00:05:18.950\nWe're trying to match a\nspecific output format.\n\n136\n00:05:18.950 --\u003E 00:05:20.660\nThen it says, \"Please\nwrite a prompt\n\n137\n00:05:20.660 --\u003E 00:05:22.280\nfor me to solve this task.\"\n\n138\n00:05:22.280 --\u003E 00:05:26.300\nI'm going to solve this task\nusing few shot examples.\n\n139\n00:05:26.300 --\u003E 00:05:28.235\nI give it a list of numbers,\n\n140\n00:05:28.235 --\u003E 00:05:29.320\nI show it some examples.\n\n141\n00:05:29.320 --\u003E 00:05:31.250\nI say basically in\nmy prompt essay,\n\n142\n00:05:31.250 --\u003E 00:05:32.270\nhere's the numbers 1, 2,\n\n143\n00:05:32.270 --\u003E 00:05:34.295\n3, and then I have duplicates.\n\n144\n00:05:34.295 --\u003E 00:05:36.365\nI'd say no duplicates found.\n\n145\n00:05:36.365 --\u003E 00:05:39.050\nThen I have numbers\n2, 2, 2 duplicates.\n\n146\n00:05:39.050 --\u003E 00:05:41.360\nYes, there are duplicates\nand I'm following\n\n147\n00:05:41.360 --\u003E 00:05:44.840\nthe output format it told\nus and then I'm going\n\n148\n00:05:44.840 --\u003E 00:05:47.900\nthrough and giving you a\nseries of few-shot examples to\n\n149\n00:05:47.900 --\u003E 00:05:51.395\nsolve this and then I prompt it.\n\n150\n00:05:51.395 --\u003E 00:05:54.020\nMy final end of my\nprompt is basically\n\n151\n00:05:54.020 --\u003E 00:05:58.130\nduplicates question mark on\nthe list I just gave it,\n\n152\n00:05:58.130 --\u003E 00:06:00.170\nwhich is solving the\nproblem that it's\n\n153\n00:06:00.170 --\u003E 00:06:02.765\nasking for or trying\nto see what it says.\n\n154\n00:06:02.765 --\u003E 00:06:05.870\nBut basically, I'm asking it,\n\n155\n00:06:05.870 --\u003E 00:06:07.475\ndoes this list have duplicates?\n\n156\n00:06:07.475 --\u003E 00:06:10.070\nWe're hoping that\nwhat it says is\n\n157\n00:06:10.070 --\u003E 00:06:12.050\nno duplicates found and match\n\n158\n00:06:12.050 --\u003E 00:06:14.285\nthis exact format that\nI provided before.\n\n159\n00:06:14.285 --\u003E 00:06:18.590\nIt does, it says no\nduplicates found right here.\n\n160\n00:06:18.590 --\u003E 00:06:21.170\nThen what's nice is it\ndoes the other part of\n\n161\n00:06:21.170 --\u003E 00:06:23.300\nthe game that we\nexplain your prompt\n\n162\n00:06:23.300 --\u003E 00:06:25.190\neffectively communicate\nthe tasks and provided\n\n163\n00:06:25.190 --\u003E 00:06:27.860\nexamples of different tasks\nare of different cases.\n\n164\n00:06:27.860 --\u003E 00:06:29.630\nThe task was to determine\nwhether list of\n\n165\n00:06:29.630 --\u003E 00:06:31.460\nnumbers contains any\nduplicate elements and\n\n166\n00:06:31.460 --\u003E 00:06:32.885\nyou provide it with examples\n\n167\n00:06:32.885 --\u003E 00:06:35.000\nbased on your prompt that\nwas able to correctly\n\n168\n00:06:35.000 --\u003E 00:06:36.770\ndetermined the list does not\n\n169\n00:06:36.770 --\u003E 00:06:38.600\ncontain any duplicate elements.\n\n170\n00:06:38.600 --\u003E 00:06:40.200\nThen it goes on and it says,\n\n171\n00:06:40.200 --\u003E 00:06:42.385\nlet's move on to the next task.\n\n172\n00:06:42.385 --\u003E 00:06:43.630\nNow it's playing the game,\n\n173\n00:06:43.630 --\u003E 00:06:45.885\nso it's moved onto\nthe next task.\n\n174\n00:06:45.885 --\u003E 00:06:47.840\nGiven a sentence, count\n\n175\n00:06:47.840 --\u003E 00:06:49.430\nthe number of words\nin the sentence,\n\n176\n00:06:49.430 --\u003E 00:06:51.335\nand return the results\nin the format.\n\n177\n00:06:51.335 --\u003E 00:06:53.780\nThe sentence contains X words,\n\n178\n00:06:53.780 --\u003E 00:06:55.340\nwhere X is the number of words.\n\n179\n00:06:55.340 --\u003E 00:06:57.995\nIt's giving us an output\nthat I have to produce.\n\n180\n00:06:57.995 --\u003E 00:07:00.800\nNotice it's given an\noutput now where I have to\n\n181\n00:07:00.800 --\u003E 00:07:04.385\nput the output in a\ndifferent particular format.\n\n182\n00:07:04.385 --\u003E 00:07:06.110\nBefore we just had to go and say\n\n183\n00:07:06.110 --\u003E 00:07:07.610\nthere's duplicates\nare no duplicates.\n\n184\n00:07:07.610 --\u003E 00:07:08.630\nBut now we're having\nto do something\n\n185\n00:07:08.630 --\u003E 00:07:09.680\na little more complicated.\n\n186\n00:07:09.680 --\u003E 00:07:10.730\nWe're having to count words in\n\n187\n00:07:10.730 --\u003E 00:07:12.170\nthe sentence and then make sure\n\n188\n00:07:12.170 --\u003E 00:07:14.855\nthat count shows up in a\nparticular place and the output.\n\n189\n00:07:14.855 --\u003E 00:07:18.140\nThis is exactly testing\nour knowledge of\n\n190\n00:07:18.140 --\u003E 00:07:20.180\nprompt engineering and\nsome of the patterns\n\n191\n00:07:20.180 --\u003E 00:07:22.520\nand other techniques that\nwe've seen in the past.\n\n192\n00:07:22.520 --\u003E 00:07:25.550\nPlease write a prompt for\nme to solve this task.\n\n193\n00:07:25.550 --\u003E 00:07:27.470\nI'm going to use\na pattern called\n\n194\n00:07:27.470 --\u003E 00:07:30.240\nthe template pattern to do this.\n\n195\n00:07:30.550 --\u003E 00:07:32.690\nWhat we say is I'm\ngoing to give you\n\n196\n00:07:32.690 --\u003E 00:07:34.325\na template for your output.\n\n197\n00:07:34.325 --\u003E 00:07:37.280\nNumber is my place\nholder in all caps.\n\n198\n00:07:37.280 --\u003E 00:07:40.400\nFill in my placeholder\nwith your output.\n\n199\n00:07:40.400 --\u003E 00:07:42.950\nPlease preserve the\noverall formatting of\n\n200\n00:07:42.950 --\u003E 00:07:45.860\nmy template is,\n\n201\n00:07:45.860 --\u003E 00:07:50.120\nand then I have the sentence\ncontains number words.\n\n202\n00:07:50.120 --\u003E 00:07:52.010\nI'm going to solve this problem.\n\n203\n00:07:52.010 --\u003E 00:07:53.930\nHere's my prompt to go and solve\n\n204\n00:07:53.930 --\u003E 00:07:55.640\nthis problem and then I say\n\n205\n00:07:55.640 --\u003E 00:07:57.470\nhow many words are in\nthe following sentence,\n\n206\n00:07:57.470 --\u003E 00:07:59.540\nthe cat jumped on the mat.\n\n207\n00:07:59.540 --\u003E 00:08:03.140\nIt says the sentence\ncontains six words,\n\n208\n00:08:03.140 --\u003E 00:08:05.780\nwhich we see is exactly the\nformat that it was looking\n\n209\n00:08:05.780 --\u003E 00:08:09.290\nfor and then it tells us that\ngrades us on our prompt.\n\n210\n00:08:09.290 --\u003E 00:08:10.670\nWhat's really nice about\n\n211\n00:08:10.670 --\u003E 00:08:13.640\nthis gameplay example is\n\n212\n00:08:13.640 --\u003E 00:08:16.460\nthat from now on you\ncan go and use it\n\n213\n00:08:16.460 --\u003E 00:08:18.440\nto test your ability\n\n214\n00:08:18.440 --\u003E 00:08:20.540\nto do prompt engineering\nand you don't\n\n215\n00:08:20.540 --\u003E 00:08:21.680\nhave to think of what are\n\n216\n00:08:21.680 --\u003E 00:08:24.815\nprompt engineering tasks\nthat I could try out.\n\n217\n00:08:24.815 --\u003E 00:08:26.150\nYou can just use\n\n218\n00:08:26.150 --\u003E 00:08:29.870\nthis prompt to have it\ngenerate the content for you.\n\n219\n00:08:29.870 --\u003E 00:08:32.510\nIt can think of the ideas\nof the problems for you to\n\n220\n00:08:32.510 --\u003E 00:08:33.920\nsolve with prompt engineering\n\n221\n00:08:33.920 --\u003E 00:08:35.510\nand we can see in\nthis simple example,\n\n222\n00:08:35.510 --\u003E 00:08:38.075\nit's already gone untested\nsome different dimensions,\n\n223\n00:08:38.075 --\u003E 00:08:40.220\na prompts for us and given us\n\n224\n00:08:40.220 --\u003E 00:08:42.905\nsome opportunities to try\nout some different patterns.\n\n225\n00:08:42.905 --\u003E 00:08:45.830\nThen goes on and it gives\nus another interesting one.\n\n226\n00:08:45.830 --\u003E 00:08:48.575\nGiven a date in the format,\n\n227\n00:08:48.575 --\u003E 00:08:51.890\nyyyy, mm, dd meaning year,\n\n228\n00:08:51.890 --\u003E 00:08:53.300\nmonth date determine whether\n\n229\n00:08:53.300 --\u003E 00:08:55.040\nthe year is a leap\nyear or if not.\n\n230\n00:08:55.040 --\u003E 00:08:58.415\nIf it is a leap year\nor the year is yyyy,\n\n231\n00:08:58.415 --\u003E 00:09:02.210\nis a leap year if it's\nnot. How do I solve this?\n\n232\n00:09:02.210 --\u003E 00:09:03.110\nI'm going to go through and give\n\n233\n00:09:03.110 --\u003E 00:09:04.520\nit some few-shot examples\n\n234\n00:09:04.520 --\u003E 00:09:06.335\nsimilar to a dead before.\n\n235\n00:09:06.335 --\u003E 00:09:07.970\nBut it's testing my ability to\n\n236\n00:09:07.970 --\u003E 00:09:09.740\nfigure out what do I\ndo to solve this in\n\n237\n00:09:09.740 --\u003E 00:09:12.830\nthis particular case\nand then it gives\n\n238\n00:09:12.830 --\u003E 00:09:16.115\nus the right output that\n2023 is not a leap year.\n\n239\n00:09:16.115 --\u003E 00:09:19.850\nNow what's really nice\nabout this is remember,\n\n240\n00:09:19.850 --\u003E 00:09:21.620\nit's supposed to be checking\n\n241\n00:09:21.620 --\u003E 00:09:24.710\nour prompts and testing our\nprompt engineering skills\n\n242\n00:09:24.710 --\u003E 00:09:27.680\nand I want to show you\nsomething that I didn't even\n\n243\n00:09:27.680 --\u003E 00:09:31.595\nnotice until it told\nme and tested me.\n\n244\n00:09:31.595 --\u003E 00:09:37.595\nI said date 2009,\n\n245\n00:09:37.595 --\u003E 00:09:40.370\n7, 24 so July 24th,\n\n246\n00:09:40.370 --\u003E 00:09:43.460\n2009 and then in my example,\n\n247\n00:09:43.460 --\u003E 00:09:46.400\nI said leap year\nright here and then I\n\n248\n00:09:46.400 --\u003E 00:09:49.805\nsaid the year 2004\nis not a leap year.\n\n249\n00:09:49.805 --\u003E 00:09:53.720\nMy prompt example\nactually had a mistake\n\n250\n00:09:53.720 --\u003E 00:09:57.770\nbecause I'm asking if July 24,\n\n251\n00:09:57.770 --\u003E 00:10:02.525\n2009 is a leap year and\nthen in my example,\n\n252\n00:10:02.525 --\u003E 00:10:04.840\nI give it the wrong template.\n\n253\n00:10:04.840 --\u003E 00:10:07.540\nI say the year 2004\nis not a leap year.\n\n254\n00:10:07.540 --\u003E 00:10:11.410\nIt should have been the year\n2009 is not a leap year.\n\n255\n00:10:11.410 --\u003E 00:10:14.620\nThen it actually notes\nthat right here it\n\n256\n00:10:14.620 --\u003E 00:10:17.475\nsays there's a small typo\nin the third example.\n\n257\n00:10:17.475 --\u003E 00:10:20.165\nThe year 2004 is\nnot a leap year,\n\n258\n00:10:20.165 --\u003E 00:10:24.200\nshould be the year 2009\nis not a leap year,\n\n259\n00:10:24.200 --\u003E 00:10:26.000\nbut did not affect my ability to\n\n260\n00:10:26.000 --\u003E 00:10:27.920\nunderstand and\nrespond to the task.\n\n261\n00:10:27.920 --\u003E 00:10:31.040\nBut it does give me feedback\non my prompt engineering and\n\n262\n00:10:31.040 --\u003E 00:10:32.450\nalso shows me I need to be\n\n263\n00:10:32.450 --\u003E 00:10:34.490\ncareful about the\nexamples I'm giving it.\n\n264\n00:10:34.490 --\u003E 00:10:37.550\nIf I make a mistake in my\nexample, in this case,\n\n265\n00:10:37.550 --\u003E 00:10:39.905\nI got lucky and it\ndidn't affect things,\n\n266\n00:10:39.905 --\u003E 00:10:42.875\nbut it could in future ones.\n\n267\n00:10:42.875 --\u003E 00:10:44.585\nIt then goes on.\n\n268\n00:10:44.585 --\u003E 00:10:45.860\nIt gives me a new one which I\n\n269\n00:10:45.860 --\u003E 00:10:47.690\ndidn't actually go and solve.\n\n270\n00:10:47.690 --\u003E 00:10:49.280\nGiven a string of characters,\n\n271\n00:10:49.280 --\u003E 00:10:51.665\ndetermine whether a\nstring is a palindrome.\n\n272\n00:10:51.665 --\u003E 00:10:53.540\nThe string is a palindrome\n\n273\n00:10:53.540 --\u003E 00:10:54.890\nand if the string\nis not a palindrome\n\n274\n00:10:54.890 --\u003E 00:10:56.240\nreturn the string is not\n\n275\n00:10:56.240 --\u003E 00:10:59.580\na palindrome replaced string\nwith the actual string.\n\n276\n00:11:00.870 --\u003E 00:11:03.460\nIt's getting a little\nrepetitious in here,\n\n277\n00:11:03.460 --\u003E 00:11:04.930\nbut we could go in and inject\n\n278\n00:11:04.930 --\u003E 00:11:12.700\nadditional ideas to help\ntailor the output even more.\n\n279\n00:11:12.700 --\u003E 00:11:16.120\nYou can imagine we\nmight want to go in\n\n280\n00:11:16.120 --\u003E 00:11:20.050\nand target our prompt\nengineering a little more.\n\n281\n00:11:20.050 --\u003E 00:11:21.940\nNow, we've been\n\n282\n00:11:21.940 --\u003E 00:11:24.565\nlearning a lot of prompt\npatterns in this paper.\n\n283\n00:11:24.565 --\u003E 00:11:29.140\nOne way we can adapt\nthis game is we can give\n\n284\n00:11:29.140 --\u003E 00:11:31.420\nit a more specific topic about\n\n285\n00:11:31.420 --\u003E 00:11:34.150\nthe type of prompts\nwe're trying to develop.\n\n286\n00:11:34.150 --\u003E 00:11:36.625\nIn this example\nI'm going to take\n\n287\n00:11:36.625 --\u003E 00:11:41.470\nthe description of the recipe\nprompt pattern and what's\n\n288\n00:11:41.470 --\u003E 00:11:43.300\nhelpful is you can go to\n\n289\n00:11:43.300 --\u003E 00:11:47.470\nour prompt patterns paper\nand you can actually take\n\n290\n00:11:47.470 --\u003E 00:11:50.020\na little section\nor explanation of\n\n291\n00:11:50.020 --\u003E 00:11:52.780\nthose patterns along with\nthe name and you can\n\n292\n00:11:52.780 --\u003E 00:11:55.090\nprovide it into this game\nas contexts and it does\n\n293\n00:11:55.090 --\u003E 00:11:57.460\na reasonable job if you provide\n\n294\n00:11:57.460 --\u003E 00:12:00.010\nenough information on the\npattern and examples of\n\n295\n00:12:00.010 --\u003E 00:12:01.420\nasking you questions that would\n\n296\n00:12:01.420 --\u003E 00:12:03.370\nuse that pattern to solve it.\n\n297\n00:12:03.370 --\u003E 00:12:05.290\nIn this one I go and I\n\n298\n00:12:05.290 --\u003E 00:12:07.690\nactually modify the\ngame and I say,\n\n299\n00:12:07.690 --\u003E 00:12:09.190\nall of your questions\nshould revolve\n\n300\n00:12:09.190 --\u003E 00:12:10.780\naround the recipe\nprompt pattern.\n\n301\n00:12:10.780 --\u003E 00:12:12.745\nThis pattern\nprovides constraints\n\n302\n00:12:12.745 --\u003E 00:12:15.070\nto ultimately output a\nsequence of steps given\n\n303\n00:12:15.070 --\u003E 00:12:17.260\nsome partially provided\ningredients that must be\n\n304\n00:12:17.260 --\u003E 00:12:18.400\nconfigured in a sequence of\n\n305\n00:12:18.400 --\u003E 00:12:20.200\nsteps to achieve a stated goal.\n\n306\n00:12:20.200 --\u003E 00:12:22.660\nThe pattern is not\nabout cooking per se.\n\n307\n00:12:22.660 --\u003E 00:12:24.670\nNow, I added this\nin here because I\n\n308\n00:12:24.670 --\u003E 00:12:27.445\nknew in my heart\n\n309\n00:12:27.445 --\u003E 00:12:29.665\nthat it was going to want to\nask me cooking questions.\n\n310\n00:12:29.665 --\u003E 00:12:31.870\nThat's fine but I've\ndone enough of those.\n\n311\n00:12:31.870 --\u003E 00:12:34.570\nBut creating a complete\nsequence of steps to achieve\n\n312\n00:12:34.570 --\u003E 00:12:37.810\na goal given an incomplete\nlist of intermediate steps.\n\n313\n00:12:37.810 --\u003E 00:12:40.930\nI really want to use this\ncookie and is obviously\n\n314\n00:12:40.930 --\u003E 00:12:42.670\na natural way of\ntalking about recipes\n\n315\n00:12:42.670 --\u003E 00:12:44.830\nbut I don't want it to\nclue in too much on that.\n\n316\n00:12:44.830 --\u003E 00:12:47.230\nI'd rather do some other\ninteresting tasks.\n\n317\n00:12:47.230 --\u003E 00:12:49.240\nThen it says your\ngoal is to create\n\n318\n00:12:49.240 --\u003E 00:12:51.325\na prompt that instructs me\n\n319\n00:12:51.325 --\u003E 00:12:53.530\nto generate a sequence of\n\n320\n00:12:53.530 --\u003E 00:12:56.335\nsteps for assembling a\nsimple wooden bookshelf.\n\n321\n00:12:56.335 --\u003E 00:12:58.540\nThe bookshelf has\nfour main components.\n\n322\n00:12:58.540 --\u003E 00:12:59.740\nThe top and bottom panels,\n\n323\n00:12:59.740 --\u003E 00:13:01.750\nthe side patterns and\nthe side panels and\n\n324\n00:13:01.750 --\u003E 00:13:02.860\nthe shelves you've been provided\n\n325\n00:13:02.860 --\u003E 00:13:04.675\nwith the following ingredients.\n\n326\n00:13:04.675 --\u003E 00:13:06.910\nAttach the top panel\nto the side panels\n\n327\n00:13:06.910 --\u003E 00:13:09.865\ninsert the shelves into\nthe designated slots.\n\n328\n00:13:09.865 --\u003E 00:13:12.430\nUsing these intermediate steps\ncreate a prompt that will\n\n329\n00:13:12.430 --\u003E 00:13:13.720\nresult in a complete sequence\n\n330\n00:13:13.720 --\u003E 00:13:15.130\nof steps for assembling\nthe bookshelf.\n\n331\n00:13:15.130 --\u003E 00:13:16.510\nRemember the prompt\nshould be designed\n\n332\n00:13:16.510 --\u003E 00:13:18.100\nto fill in any missing steps\n\n333\n00:13:18.100 --\u003E 00:13:21.445\nand provide a clear order\nfor completing the assembly.\n\n334\n00:13:21.445 --\u003E 00:13:22.945\nNow what's interesting is,\n\n335\n00:13:22.945 --\u003E 00:13:24.970\nis this an interesting problem\n\n336\n00:13:24.970 --\u003E 00:13:26.470\nbecause it has to have\nan understanding of\n\n337\n00:13:26.470 --\u003E 00:13:28.060\na bookshelf in its structure\n\n338\n00:13:28.060 --\u003E 00:13:30.160\nand you'd have to go\nand write a prompt\n\n339\n00:13:30.160 --\u003E 00:13:32.680\nthat's going to elicit the\nright problem-solving behavior\n\n340\n00:13:32.680 --\u003E 00:13:34.210\non assembly of a bookshelf.\n\n341\n00:13:34.210 --\u003E 00:13:36.340\nIt's a cool little problem.\n\n342\n00:13:36.340 --\u003E 00:13:38.350\nI then I went and I took\nit and I said, all right,\n\n343\n00:13:38.350 --\u003E 00:13:39.610\nwell let's use another one of\n\n344\n00:13:39.610 --\u003E 00:13:41.530\nthe patterns from the paper.\n\n345\n00:13:41.530 --\u003E 00:13:43.180\nI adapt and I say,\n\n346\n00:13:43.180 --\u003E 00:13:45.670\nwe're now going to change\nthe topic of your questions.\n\n347\n00:13:45.670 --\u003E 00:13:48.790\nThe topic is now the context\nmanager pattern and then I'm\n\n348\n00:13:48.790 --\u003E 00:13:50.350\nbasically providing\nthe intent and\n\n349\n00:13:50.350 --\u003E 00:13:52.255\ncontexts from the\npaper and I'm saying,\n\n350\n00:13:52.255 --\u003E 00:13:54.730\nthis pattern enables you to\n\n351\n00:13:54.730 --\u003E 00:13:57.670\nspecify or remove context\nfor conversation.\n\n352\n00:13:57.670 --\u003E 00:13:59.170\nI'm not going to go\ninto the details.\n\n353\n00:13:59.170 --\u003E 00:14:00.070\nIt did a pretty good job.\n\n354\n00:14:00.070 --\u003E 00:14:01.090\nIt asked me a question about\n\n355\n00:14:01.090 --\u003E 00:14:03.730\nthe Eiffel Tower and\nits construction.\n\n356\n00:14:03.730 --\u003E 00:14:06.070\nThen I went and I said\nchange the topic.\n\n357\n00:14:06.070 --\u003E 00:14:06.970\nAgain I said we're going to\n\n358\n00:14:06.970 --\u003E 00:14:08.230\nchange the top of the question,\n\n359\n00:14:08.230 --\u003E 00:14:11.080\nthe topic is now the\ntemplate pattern.\n\n360\n00:14:11.080 --\u003E 00:14:13.360\nI describe what the\ntemplate pattern\n\n361\n00:14:13.360 --\u003E 00:14:16.120\nis and it actually\ndoes something\n\n362\n00:14:16.120 --\u003E 00:14:20.710\nthat follows what is\nexactly set in here,\n\n363\n00:14:20.710 --\u003E 00:14:22.720\nwhich is you might want\nto generate a URL.\n\n364\n00:14:22.720 --\u003E 00:14:24.040\nWe might get all URLs.\n\n365\n00:14:24.040 --\u003E 00:14:25.900\nWe might want to tweak\nthis a little bit,\n\n366\n00:14:25.900 --\u003E 00:14:28.990\nbut it does a good job\nat then gives me a task.\n\n367\n00:14:28.990 --\u003E 00:14:32.200\nYour goal is to create a\nprompt that instructs me to\n\n368\n00:14:32.200 --\u003E 00:14:33.280\ngenerate a URL for\n\n369\n00:14:33.280 --\u003E 00:14:35.785\na product page on an\ne-commerce website.\n\n370\n00:14:35.785 --\u003E 00:14:37.210\nThe URL should follow\n\n371\n00:14:37.210 --\u003E 00:14:39.220\na specific template\nstructure and it gives me\n\n372\n00:14:39.220 --\u003E 00:14:41.380\nthe structure of\nproduct id\u002Fname,\n\n373\n00:14:41.380 --\u003E 00:14:43.180\nthe product id and\nproduct name are\n\n374\n00:14:43.180 --\u003E 00:14:44.860\nplaceholders that needs to be\n\n375\n00:14:44.860 --\u003E 00:14:47.095\nreplaced with the actual values.\n\n376\n00:14:47.095 --\u003E 00:14:49.720\nYou can see how\nI've got this game.\n\n377\n00:14:49.720 --\u003E 00:14:51.550\nIt can test me on\nprompt engineering.\n\n378\n00:14:51.550 --\u003E 00:14:53.470\nI'm learning about\nprompt engineering.\n\n379\n00:14:53.470 --\u003E 00:14:55.660\nIt can actually give\nme helpful feedback.\n\n380\n00:14:55.660 --\u003E 00:14:59.410\nIt caught on a typo in\nmy few short examples,\n\n381\n00:14:59.410 --\u003E 00:15:01.240\nand then I can go and tweak it.\n\n382\n00:15:01.240 --\u003E 00:15:03.940\nI can say, now the topic is,\n\n383\n00:15:03.940 --\u003E 00:15:05.470\nwe're going to do a game based\n\n384\n00:15:05.470 --\u003E 00:15:07.105\non this particular\nprompt pattern.\n\n385\n00:15:07.105 --\u003E 00:15:09.370\nNow we're going to do one\nbased on this pattern.\n\n386\n00:15:09.370 --\u003E 00:15:10.960\nWhat you'll see is you'll get\n\n387\n00:15:10.960 --\u003E 00:15:12.280\ninteresting content that will\n\n388\n00:15:12.280 --\u003E 00:15:13.660\ncome out of it and challenges\n\n389\n00:15:13.660 --\u003E 00:15:14.860\nof things you can try to prompt.\n\n390\n00:15:14.860 --\u003E 00:15:16.315\nNow they may not all be good.\n\n391\n00:15:16.315 --\u003E 00:15:18.130\nThey may not all be interesting.\n\n392\n00:15:18.130 --\u003E 00:15:19.210\nYou may get in a rut where\n\n393\n00:15:19.210 --\u003E 00:15:21.250\nthey're like getting repetitive.\n\n394\n00:15:21.250 --\u003E 00:15:26.080\nBut that is on you then to\nthink about what additional\n\n395\n00:15:26.080 --\u003E 00:15:28.585\ninformation do you go and\n\n396\n00:15:28.585 --\u003E 00:15:32.050\ninject into this game\nto make it fun again,\n\n397\n00:15:32.050 --\u003E 00:15:34.600\nor to make it more variable.\n\n398\n00:15:34.600 --\u003E 00:15:36.490\nI was pretty surprised at\n\n399\n00:15:36.490 --\u003E 00:15:39.280\nthe quality of\nquestions that I got,\n\n400\n00:15:39.280 --\u003E 00:15:40.870\nand it brought in a\nlot of topics like\n\n401\n00:15:40.870 --\u003E 00:15:41.980\nassembling a bookshelf is\n\n402\n00:15:41.980 --\u003E 00:15:43.645\nnot what I would\nhave thought about.\n\n403\n00:15:43.645 --\u003E 00:15:45.730\nThat's certainly\nan interesting one\n\n404\n00:15:45.730 --\u003E 00:15:47.005\nor when it asked me about\n\n405\n00:15:47.005 --\u003E 00:15:48.280\ninformation related to\n\n406\n00:15:48.280 --\u003E 00:15:50.140\nthe Eiffel Tower and\nits construction.\n\n407\n00:15:50.140 --\u003E 00:15:53.695\nAll of these things\nbring fun to the game.\n\n408\n00:15:53.695 --\u003E 00:15:56.230\nOr is it a leap year or not?\n\n409\n00:15:56.230 --\u003E 00:15:58.750\nAll of these things are\ninteresting ways and all I\n\n410\n00:15:58.750 --\u003E 00:16:01.660\ndid is gave it the\nbase rules and then\n\n411\n00:16:01.660 --\u003E 00:16:04.240\nthe topic area and\nthen it pulled in\n\n412\n00:16:04.240 --\u003E 00:16:06.160\nall this information to populate\n\n413\n00:16:06.160 --\u003E 00:16:08.410\nthe game with things that\nhelped keep me engaged,\n\n414\n00:16:08.410 --\u003E 00:16:10.240\nnew content, new ideas to\n\n415\n00:16:10.240 --\u003E 00:16:12.830\nchallenge me and\nmake me have fun.\n\n416\n00:16:12.830 --\u003E 00:16:16.840\nIn this case writing out the\nrules is a lot easier than\n\n417\n00:16:16.840 --\u003E 00:16:18.160\nthinking up all the content for\n\n418\n00:16:18.160 --\u003E 00:16:21.620\nthe game which it does\nreally effectively.","isLoaded":true,"languageCode":"en","label":"English","url":"\u002Fapi\u002FsubtitleAssetProxy.v1\u002FtkqNsnasR3WKjbJ2rFd1Fg?expiry=1732492800000&hmac=MTRfTbpgV1drSHWpsM77M8cEFNsPUKSBb1PoCWCxob0&fileExtension=vtt","cues":[{"id":"1","index":0,"startTime":0.05,"endTime":3.78,"text":"One thing that I find really helpful when I'm trying to","startTimeForDisplay":0.05,"hideForTrimmingRange":false},{"id":"2","index":1,"startTime":3.78,"endTime":7.19,"text":"learn a new topic or improve my skills,","startTimeForDisplay":3.78,"hideForTrimmingRange":false},{"id":"3","index":2,"startTime":7.19,"endTime":10.165,"text":"I will just have fun is to play a game.","startTimeForDisplay":7.19,"hideForTrimmingRange":false},{"id":"4","index":3,"startTime":10.165,"endTime":12.57,"text":"When we can play games with","startTimeForDisplay":10.165,"hideForTrimmingRange":false},{"id":"5","index":4,"startTime":12.57,"endTime":14.4,"text":"new knowledge that we're trying to acquire,","startTimeForDisplay":12.57,"hideForTrimmingRange":false},{"id":"6","index":5,"startTime":14.4,"endTime":16.73,"text":"it's usually a fun way to really become","startTimeForDisplay":14.4,"hideForTrimmingRange":false},{"id":"7","index":6,"startTime":16.73,"endTime":19.49,"text":"masters of that knowledge and test our ability to use it.","startTimeForDisplay":16.73,"hideForTrimmingRange":false},{"id":"8","index":7,"startTime":19.49,"endTime":22.58,"text":"Particularly, the games are fun and challenging and","startTimeForDisplay":19.49,"hideForTrimmingRange":false},{"id":"9","index":8,"startTime":22.58,"endTime":24.95,"text":"so one of the patterns that we","startTimeForDisplay":22.58,"hideForTrimmingRange":false},{"id":"10","index":9,"startTime":24.95,"endTime":27.38,"text":"can use is called the gameplay pattern.","startTimeForDisplay":24.95,"hideForTrimmingRange":false},{"id":"11","index":10,"startTime":27.38,"endTime":29.57,"text":"The idea behind this pattern is","startTimeForDisplay":27.38,"hideForTrimmingRange":false},{"id":"12","index":11,"startTime":29.57,"endTime":32.635,"text":"we're going to ask ChatGPT","startTimeForDisplay":29.57,"hideForTrimmingRange":false},{"id":"13","index":12,"startTime":32.635,"endTime":35.36,"text":"or another large language model to play","startTimeForDisplay":32.635,"hideForTrimmingRange":false},{"id":"14","index":13,"startTime":35.36,"endTime":38.09,"text":"a game with us and it's going to decide the rules.","startTimeForDisplay":35.36,"hideForTrimmingRange":false},{"id":"15","index":14,"startTime":38.09,"endTime":40.305,"text":"It's going to be the game master in most cases.","startTimeForDisplay":38.09,"hideForTrimmingRange":false},{"id":"16","index":15,"startTime":40.305,"endTime":42.62,"text":"Now we can give it a variety of","startTimeForDisplay":40.305,"hideForTrimmingRange":false},{"id":"17","index":16,"startTime":42.62,"endTime":45.395,"text":"different scenarios that can","startTimeForDisplay":42.62,"hideForTrimmingRange":false},{"id":"18","index":17,"startTime":45.395,"endTime":47.35,"text":"govern what its role is in the game.","startTimeForDisplay":45.395,"hideForTrimmingRange":false},{"id":"19","index":18,"startTime":47.35,"endTime":49.775,"text":"But we're going to look at gameplay","startTimeForDisplay":47.35,"hideForTrimmingRange":false},{"id":"20","index":19,"startTime":49.775,"endTime":52.07,"text":"where the large language model","startTimeForDisplay":49.775,"hideForTrimmingRange":false},{"id":"21","index":20,"startTime":52.07,"endTime":53.65,"text":"is serving as the game master.","startTimeForDisplay":52.07,"hideForTrimmingRange":false},{"id":"22","index":21,"startTime":53.65,"endTime":57.835,"text":"It's creating the rules and it's driving the game.","startTimeForDisplay":53.65,"hideForTrimmingRange":false},{"id":"23","index":22,"startTime":57.835,"endTime":60.995,"text":"We can then take a game and we can say,","startTimeForDisplay":57.835,"hideForTrimmingRange":false},{"id":"24","index":23,"startTime":60.995,"endTime":63.11,"text":"I'd like a game on this topic or","startTimeForDisplay":60.995,"hideForTrimmingRange":false},{"id":"25","index":24,"startTime":63.11,"endTime":66.11,"text":"that has these basic rules fill in the rest.","startTimeForDisplay":63.11,"hideForTrimmingRange":false},{"id":"26","index":25,"startTime":66.11,"endTime":67.91,"text":"One of the things that's really nice","startTimeForDisplay":66.11,"hideForTrimmingRange":false},{"id":"27","index":26,"startTime":67.91,"endTime":70.1,"text":"about this is that if we say create","startTimeForDisplay":67.91,"hideForTrimmingRange":false},{"id":"28","index":27,"startTime":70.1,"endTime":71.93,"text":"a game and we give it","startTimeForDisplay":70.1,"hideForTrimmingRange":false},{"id":"29","index":28,"startTime":71.93,"endTime":74.3,"text":"some basic structure around the game,","startTimeForDisplay":71.93,"hideForTrimmingRange":false},{"id":"30","index":29,"startTime":74.3,"endTime":76.85,"text":"it can tap into its training data in","startTimeForDisplay":74.3,"hideForTrimmingRange":false},{"id":"31","index":30,"startTime":76.85,"endTime":79.51,"text":"order to populate the game with content.","startTimeForDisplay":76.85,"hideForTrimmingRange":false},{"id":"32","index":31,"startTime":79.51,"endTime":83.495,"text":"If you think about games like getting the rules right,","startTimeForDisplay":79.51,"hideForTrimmingRange":false},{"id":"33","index":32,"startTime":83.495,"endTime":84.97,"text":"obviously takes a lot of thought.","startTimeForDisplay":83.495,"hideForTrimmingRange":false},{"id":"34","index":33,"startTime":84.97,"endTime":87.26,"text":"But then there's a whole other challenge for a lot of","startTimeForDisplay":84.97,"hideForTrimmingRange":false},{"id":"35","index":34,"startTime":87.26,"endTime":89.84,"text":"games of how do you create a lot of","startTimeForDisplay":87.26,"hideForTrimmingRange":false},{"id":"36","index":35,"startTime":89.84,"endTime":92.33,"text":"great content to go with","startTimeForDisplay":89.84,"hideForTrimmingRange":false},{"id":"37","index":36,"startTime":92.33,"endTime":94.94,"text":"that game and so this is a pattern","startTimeForDisplay":92.33,"hideForTrimmingRange":false},{"id":"38","index":37,"startTime":94.94,"endTime":97.22,"text":"where we can tap into the training data from","startTimeForDisplay":94.94,"hideForTrimmingRange":false},{"id":"39","index":38,"startTime":97.22,"endTime":98.69,"text":"the large language model in order to","startTimeForDisplay":97.22,"hideForTrimmingRange":false},{"id":"40","index":39,"startTime":98.69,"endTime":100.265,"text":"help it populate the content.","startTimeForDisplay":98.69,"hideForTrimmingRange":false},{"id":"41","index":40,"startTime":100.265,"endTime":102.095,"text":"Now we can also do a pretty good job","startTimeForDisplay":100.265,"hideForTrimmingRange":false},{"id":"42","index":41,"startTime":102.095,"endTime":104.06,"text":"of deciding the rules as well","startTimeForDisplay":102.095,"hideForTrimmingRange":false},{"id":"43","index":42,"startTime":104.06,"endTime":105.59,"text":"but we're not going to necessarily look in","startTimeForDisplay":104.06,"hideForTrimmingRange":false},{"id":"44","index":43,"startTime":105.59,"endTime":108.28999999999999,"text":"these examples that complex rule generation.","startTimeForDisplay":105.59,"hideForTrimmingRange":false},{"id":"45","index":44,"startTime":108.28999999999999,"endTime":110.18,"text":"But we are going to look at","startTimeForDisplay":108.28999999999999,"hideForTrimmingRange":false},{"id":"46","index":45,"startTime":110.18,"endTime":112.61,"text":"a really useful example of this and I'm going to","startTimeForDisplay":110.18,"hideForTrimmingRange":false},{"id":"47","index":46,"startTime":112.61,"endTime":114.8,"text":"show you how to create a game to","startTimeForDisplay":112.61,"hideForTrimmingRange":false},{"id":"48","index":47,"startTime":114.8,"endTime":117.725,"text":"improve your own prompt engineering skills.","startTimeForDisplay":114.8,"hideForTrimmingRange":false},{"id":"49","index":48,"startTime":117.725,"endTime":120.95,"text":"The basic pattern of this is to say,","startTimeForDisplay":117.725,"hideForTrimmingRange":false},{"id":"50","index":49,"startTime":120.95,"endTime":123.05,"text":"\"We're going to play a game","startTimeForDisplay":120.95,"hideForTrimmingRange":false},{"id":"51","index":50,"startTime":123.05,"endTime":126.44,"text":"and we say involving or about or whatever,","startTimeForDisplay":123.05,"hideForTrimmingRange":false},{"id":"52","index":51,"startTime":126.44,"endTime":127.85,"text":"and we want to give it the topic.\"","startTimeForDisplay":126.44,"hideForTrimmingRange":false},{"id":"53","index":52,"startTime":127.85,"endTime":129.89,"text":"We start off this pattern by saying","startTimeForDisplay":127.85,"hideForTrimmingRange":false},{"id":"54","index":53,"startTime":129.89,"endTime":132.865,"text":"we're going to play a game and here's the topic.","startTimeForDisplay":129.89,"hideForTrimmingRange":false},{"id":"55","index":54,"startTime":132.865,"endTime":135.95,"text":"Then we decide some more information","startTimeForDisplay":132.865,"hideForTrimmingRange":false},{"id":"56","index":55,"startTime":135.95,"endTime":137.45,"text":"about what are the rules of the game.","startTimeForDisplay":135.95,"hideForTrimmingRange":false},{"id":"57","index":56,"startTime":137.45,"endTime":139.675,"text":"In this case, we're going to have some simple rules.","startTimeForDisplay":137.45,"hideForTrimmingRange":false},{"id":"58","index":57,"startTime":139.675,"endTime":142.43,"text":"You're going to give me a simple task that","startTimeForDisplay":139.675,"hideForTrimmingRange":false},{"id":"59","index":58,"startTime":142.43,"endTime":145.43,"text":"can be accomplished via prompting you.","startTimeForDisplay":142.43,"hideForTrimmingRange":false},{"id":"60","index":59,"startTime":145.43,"endTime":148.565,"text":"I'm telling it we're going to play a game,","startTimeForDisplay":145.43,"hideForTrimmingRange":false},{"id":"61","index":60,"startTime":148.565,"endTime":150.41,"text":"you pick task where I could","startTimeForDisplay":148.565,"hideForTrimmingRange":false},{"id":"62","index":61,"startTime":150.41,"endTime":153.505,"text":"theoretically prompt you in order to solve that task.","startTimeForDisplay":150.41,"hideForTrimmingRange":false},{"id":"63","index":62,"startTime":153.505,"endTime":155.06,"text":"You imagine what we're trying to do is","startTimeForDisplay":153.505,"hideForTrimmingRange":false},{"id":"64","index":63,"startTime":155.06,"endTime":156.71,"text":"have it play a game with us where it's going to","startTimeForDisplay":155.06,"hideForTrimmingRange":false},{"id":"65","index":64,"startTime":156.71,"endTime":158.3,"text":"give us a challenge of something we would","startTimeForDisplay":156.71,"hideForTrimmingRange":false},{"id":"66","index":65,"startTime":158.3,"endTime":160.13,"text":"try to write a prompt for and then","startTimeForDisplay":158.3,"hideForTrimmingRange":false},{"id":"67","index":66,"startTime":160.13,"endTime":162.02,"text":"we're going to write the prompt and see if","startTimeForDisplay":160.13,"hideForTrimmingRange":false},{"id":"68","index":67,"startTime":162.02,"endTime":164.31,"text":"we did a good job and then we're going to say","startTimeForDisplay":162.02,"hideForTrimmingRange":false},{"id":"69","index":68,"startTime":164.31,"endTime":166.76,"text":"your task should all have a reasoning or","startTimeForDisplay":164.31,"hideForTrimmingRange":false},{"id":"70","index":69,"startTime":166.76,"endTime":168.92000000000002,"text":"programming component to them","startTimeForDisplay":166.76,"hideForTrimmingRange":false},{"id":"71","index":70,"startTime":168.92000000000002,"endTime":171.02,"text":"although they shouldn't require source code.","startTimeForDisplay":168.92000000000002,"hideForTrimmingRange":false},{"id":"72","index":71,"startTime":171.02,"endTime":175.765,"text":"Now the reason I do this in this game is,","startTimeForDisplay":171.02,"hideForTrimmingRange":false},{"id":"73","index":72,"startTime":175.765,"endTime":178.09,"text":"you get more interesting questions in","startTimeForDisplay":175.765,"hideForTrimmingRange":false},{"id":"74","index":73,"startTime":178.09,"endTime":181.15,"text":"my experience if you have some logical component to this.","startTimeForDisplay":178.09,"hideForTrimmingRange":false},{"id":"75","index":74,"startTime":181.15,"endTime":182.33,"text":"Remember, we talked about","startTimeForDisplay":181.15,"hideForTrimmingRange":false},{"id":"76","index":75,"startTime":182.33,"endTime":185.03,"text":"prompts as a way of programming","startTimeForDisplay":182.33,"hideForTrimmingRange":false},{"id":"77","index":76,"startTime":185.03,"endTime":187.28,"text":"a large language model that everybody can be","startTimeForDisplay":185.03,"hideForTrimmingRange":false},{"id":"78","index":77,"startTime":187.28,"endTime":189.68,"text":"a programmer and that's what we're trying to get at.","startTimeForDisplay":187.28,"hideForTrimmingRange":false},{"id":"79","index":78,"startTime":189.68,"endTime":191.96,"text":"We don't just want to generate a bunch of points about","startTimeForDisplay":189.68,"hideForTrimmingRange":false},{"id":"80","index":79,"startTime":191.96,"endTime":195.905,"text":"lonely tree standing in the middle of the field.","startTimeForDisplay":191.96,"hideForTrimmingRange":false},{"id":"81","index":80,"startTime":195.905,"endTime":197.66,"text":"We'd like to do more than that.","startTimeForDisplay":195.905,"hideForTrimmingRange":false},{"id":"82","index":81,"startTime":197.66,"endTime":199.7,"text":"We'd like to have to solve problems that have","startTimeForDisplay":197.66,"hideForTrimmingRange":false},{"id":"83","index":82,"startTime":199.7,"endTime":201.95,"text":"some logical or interesting component to","startTimeForDisplay":199.7,"hideForTrimmingRange":false},{"id":"84","index":83,"startTime":201.95,"endTime":203.21,"text":"them and that's what we're","startTimeForDisplay":201.95,"hideForTrimmingRange":false},{"id":"85","index":84,"startTime":203.21,"endTime":204.835,"text":"getting at here with this problem.","startTimeForDisplay":203.21,"hideForTrimmingRange":false},{"id":"86","index":85,"startTime":204.835,"endTime":206.145,"text":"We're going to build a game.","startTimeForDisplay":204.835,"hideForTrimmingRange":false},{"id":"87","index":86,"startTime":206.145,"endTime":208.31,"text":"It's going to challenge us to develop","startTimeForDisplay":206.145,"hideForTrimmingRange":false},{"id":"88","index":87,"startTime":208.31,"endTime":210.53,"text":"different prompts and then we're going to","startTimeForDisplay":208.31,"hideForTrimmingRange":false},{"id":"89","index":88,"startTime":210.53,"endTime":213.26,"text":"try to make these tasks that we're solving","startTimeForDisplay":210.53,"hideForTrimmingRange":false},{"id":"90","index":89,"startTime":213.26,"endTime":216.49,"text":"related to programming or logical things.","startTimeForDisplay":213.26,"hideForTrimmingRange":false},{"id":"91","index":90,"startTime":216.49,"endTime":219.44,"text":"Now next, we go on and we give it some more rules.","startTimeForDisplay":216.49,"hideForTrimmingRange":false},{"id":"92","index":91,"startTime":219.44,"endTime":222.095,"text":"I will try to write a prompt to solve the task.","startTimeForDisplay":219.44,"hideForTrimmingRange":false},{"id":"93","index":92,"startTime":222.095,"endTime":223.79,"text":"You will give me the output of","startTimeForDisplay":222.095,"hideForTrimmingRange":false},{"id":"94","index":93,"startTime":223.79,"endTime":229.13,"text":"the prompt and tell me how well it solved the task.","startTimeForDisplay":223.79,"hideForTrimmingRange":false},{"id":"95","index":94,"startTime":229.13,"endTime":232.775,"text":"It's going to give us the task and you notice we're also,","startTimeForDisplay":229.13,"hideForTrimmingRange":false},{"id":"96","index":95,"startTime":232.775,"endTime":234.56,"text":"we're adding it, ask us questions,","startTimeForDisplay":232.775,"hideForTrimmingRange":false},{"id":"97","index":96,"startTime":234.56,"endTime":236.24,"text":"so it's going to give us the task.","startTimeForDisplay":234.56,"hideForTrimmingRange":false},{"id":"98","index":97,"startTime":236.24,"endTime":237.74,"text":"The task is going to be something that","startTimeForDisplay":236.24,"hideForTrimmingRange":false},{"id":"99","index":98,"startTime":237.74,"endTime":239.255,"text":"can be solved with a prompt,","startTimeForDisplay":237.74,"hideForTrimmingRange":false},{"id":"100","index":99,"startTime":239.255,"endTime":240.5,"text":"will write the prompt,","startTimeForDisplay":239.255,"hideForTrimmingRange":false},{"id":"101","index":100,"startTime":240.5,"endTime":242.39,"text":"and then it will run the prompt in","startTimeForDisplay":240.5,"hideForTrimmingRange":false},{"id":"102","index":101,"startTime":242.39,"endTime":244.535,"text":"order to generate the output that that prompt","startTimeForDisplay":242.39,"hideForTrimmingRange":false},{"id":"103","index":102,"startTime":244.535,"endTime":247.115,"text":"would have output and then","startTimeForDisplay":244.535,"hideForTrimmingRange":false},{"id":"104","index":103,"startTime":247.115,"endTime":249.785,"text":"it's going to tell us how good our prompt was.","startTimeForDisplay":247.115,"hideForTrimmingRange":false},{"id":"105","index":104,"startTime":249.785,"endTime":251.48,"text":"This is interesting. We're actually having","startTimeForDisplay":249.785,"hideForTrimmingRange":false},{"id":"106","index":105,"startTime":251.48,"endTime":253.34,"text":"it play a game where he's pretending","startTimeForDisplay":251.48,"hideForTrimmingRange":false},{"id":"107","index":106,"startTime":253.34,"endTime":254.945,"text":"to be prompted and then","startTimeForDisplay":253.34,"hideForTrimmingRange":false},{"id":"108","index":107,"startTime":254.945,"endTime":257.36,"text":"telling us how good our prompts are.","startTimeForDisplay":254.945,"hideForTrimmingRange":false},{"id":"109","index":108,"startTime":257.36,"endTime":260.615,"text":"Ask me questions until I tell you to stop.","startTimeForDisplay":257.36,"hideForTrimmingRange":false},{"id":"110","index":109,"startTime":260.615,"endTime":262.565,"text":"You will ask me a question,","startTimeForDisplay":260.615,"hideForTrimmingRange":false},{"id":"111","index":110,"startTime":262.565,"endTime":263.78,"text":"wait for my response,","startTimeForDisplay":262.565,"hideForTrimmingRange":false},{"id":"112","index":111,"startTime":263.78,"endTime":265.93,"text":"and then ask me another question","startTimeForDisplay":263.78,"hideForTrimmingRange":false},{"id":"113","index":112,"startTime":265.93,"endTime":267.955,"text":"after telling me how I did.","startTimeForDisplay":265.93,"hideForTrimmingRange":false},{"id":"114","index":113,"startTime":267.955,"endTime":269.975,"text":"Ask me the first question.","startTimeForDisplay":267.955,"hideForTrimmingRange":false},{"id":"115","index":114,"startTime":269.975,"endTime":271.8,"text":"It says, \"Great.","startTimeForDisplay":269.975,"hideForTrimmingRange":false},{"id":"116","index":115,"startTime":271.8,"endTime":274.12,"text":"Let's get started with this first task.\"","startTimeForDisplay":271.8,"hideForTrimmingRange":false},{"id":"117","index":116,"startTime":274.12,"endTime":277.1,"text":"Given a list of numbers,","startTimeForDisplay":274.12,"hideForTrimmingRange":false},{"id":"118","index":117,"startTime":277.1,"endTime":278.795,"text":"determine whether the list","startTimeForDisplay":277.1,"hideForTrimmingRange":false},{"id":"119","index":118,"startTime":278.795,"endTime":281.095,"text":"contains any duplicate elements.","startTimeForDisplay":278.795,"hideForTrimmingRange":false},{"id":"120","index":119,"startTime":281.095,"endTime":284.57,"text":"If it does return yes, there are duplicates.","startTimeForDisplay":281.095,"hideForTrimmingRange":false},{"id":"121","index":120,"startTime":284.57,"endTime":287.075,"text":"If it does not, no duplicate is found.","startTimeForDisplay":284.57,"hideForTrimmingRange":false},{"id":"122","index":121,"startTime":287.075,"endTime":290.105,"text":"Now we've got a specific prompt engineering task.","startTimeForDisplay":287.075,"hideForTrimmingRange":false},{"id":"123","index":122,"startTime":290.105,"endTime":291.71,"text":"We're going to have to figure out how do we","startTimeForDisplay":290.105,"hideForTrimmingRange":false},{"id":"124","index":123,"startTime":291.71,"endTime":293.18,"text":"write a prompt where we give it a list of","startTimeForDisplay":291.71,"hideForTrimmingRange":false},{"id":"125","index":124,"startTime":293.18,"endTime":294.845,"text":"numbers and have it return","startTimeForDisplay":293.18,"hideForTrimmingRange":false},{"id":"126","index":125,"startTime":294.845,"endTime":297.905,"text":"one or the other of these things and it's interesting.","startTimeForDisplay":294.845,"hideForTrimmingRange":false},{"id":"127","index":126,"startTime":297.905,"endTime":299.42,"text":"This is one of the challenges that","startTimeForDisplay":297.905,"hideForTrimmingRange":false},{"id":"128","index":127,"startTime":299.42,"endTime":300.86,"text":"we often face when we're dealing with","startTimeForDisplay":299.42,"hideForTrimmingRange":false},{"id":"129","index":128,"startTime":300.86,"endTime":302.15,"text":"a large language model is getting it","startTimeForDisplay":300.86,"hideForTrimmingRange":false},{"id":"130","index":129,"startTime":302.15,"endTime":304.775,"text":"to generate a precise output.","startTimeForDisplay":302.15,"hideForTrimmingRange":false},{"id":"131","index":130,"startTime":304.775,"endTime":308.03,"text":"It's giving us something where it has","startTimeForDisplay":304.775,"hideForTrimmingRange":false},{"id":"132","index":131,"startTime":308.03,"endTime":310.37,"text":"a thought component to it of like how do we design","startTimeForDisplay":308.03,"hideForTrimmingRange":false},{"id":"133","index":132,"startTime":310.37,"endTime":312.985,"text":"and tell it about what it is we're trying to achieve.","startTimeForDisplay":310.37,"hideForTrimmingRange":false},{"id":"134","index":133,"startTime":312.985,"endTime":315.39,"text":"But also, it's also got an output component.","startTimeForDisplay":312.985,"hideForTrimmingRange":false},{"id":"135","index":134,"startTime":315.39,"endTime":318.95,"text":"We're trying to match a specific output format.","startTimeForDisplay":315.39,"hideForTrimmingRange":false},{"id":"136","index":135,"startTime":318.95,"endTime":320.66,"text":"Then it says, \"Please write a prompt","startTimeForDisplay":318.95,"hideForTrimmingRange":false},{"id":"137","index":136,"startTime":320.66,"endTime":322.28,"text":"for me to solve this task.\"","startTimeForDisplay":320.66,"hideForTrimmingRange":false},{"id":"138","index":137,"startTime":322.28,"endTime":326.3,"text":"I'm going to solve this task using few shot examples.","startTimeForDisplay":322.28,"hideForTrimmingRange":false},{"id":"139","index":138,"startTime":326.3,"endTime":328.235,"text":"I give it a list of numbers,","startTimeForDisplay":326.3,"hideForTrimmingRange":false},{"id":"140","index":139,"startTime":328.235,"endTime":329.32,"text":"I show it some examples.","startTimeForDisplay":328.235,"hideForTrimmingRange":false},{"id":"141","index":140,"startTime":329.32,"endTime":331.25,"text":"I say basically in my prompt essay,","startTimeForDisplay":329.32,"hideForTrimmingRange":false},{"id":"142","index":141,"startTime":331.25,"endTime":332.27,"text":"here's the numbers 1, 2,","startTimeForDisplay":331.25,"hideForTrimmingRange":false},{"id":"143","index":142,"startTime":332.27,"endTime":334.295,"text":"3, and then I have duplicates.","startTimeForDisplay":332.27,"hideForTrimmingRange":false},{"id":"144","index":143,"startTime":334.295,"endTime":336.365,"text":"I'd say no duplicates found.","startTimeForDisplay":334.295,"hideForTrimmingRange":false},{"id":"145","index":144,"startTime":336.365,"endTime":339.05,"text":"Then I have numbers 2, 2, 2 duplicates.","startTimeForDisplay":336.365,"hideForTrimmingRange":false},{"id":"146","index":145,"startTime":339.05,"endTime":341.36,"text":"Yes, there are duplicates and I'm following","startTimeForDisplay":339.05,"hideForTrimmingRange":false},{"id":"147","index":146,"startTime":341.36,"endTime":344.84000000000003,"text":"the output format it told us and then I'm going","startTimeForDisplay":341.36,"hideForTrimmingRange":false},{"id":"148","index":147,"startTime":344.84000000000003,"endTime":347.9,"text":"through and giving you a series of few-shot examples to","startTimeForDisplay":344.84000000000003,"hideForTrimmingRange":false},{"id":"149","index":148,"startTime":347.9,"endTime":351.395,"text":"solve this and then I prompt it.","startTimeForDisplay":347.9,"hideForTrimmingRange":false},{"id":"150","index":149,"startTime":351.395,"endTime":354.02,"text":"My final end of my prompt is basically","startTimeForDisplay":351.395,"hideForTrimmingRange":false},{"id":"151","index":150,"startTime":354.02,"endTime":358.13,"text":"duplicates question mark on the list I just gave it,","startTimeForDisplay":354.02,"hideForTrimmingRange":false},{"id":"152","index":151,"startTime":358.13,"endTime":360.17,"text":"which is solving the problem that it's","startTimeForDisplay":358.13,"hideForTrimmingRange":false},{"id":"153","index":152,"startTime":360.17,"endTime":362.765,"text":"asking for or trying to see what it says.","startTimeForDisplay":360.17,"hideForTrimmingRange":false},{"id":"154","index":153,"startTime":362.765,"endTime":365.87,"text":"But basically, I'm asking it,","startTimeForDisplay":362.765,"hideForTrimmingRange":false},{"id":"155","index":154,"startTime":365.87,"endTime":367.475,"text":"does this list have duplicates?","startTimeForDisplay":365.87,"hideForTrimmingRange":false},{"id":"156","index":155,"startTime":367.475,"endTime":370.07,"text":"We're hoping that what it says is","startTimeForDisplay":367.475,"hideForTrimmingRange":false},{"id":"157","index":156,"startTime":370.07,"endTime":372.05,"text":"no duplicates found and match","startTimeForDisplay":370.07,"hideForTrimmingRange":false},{"id":"158","index":157,"startTime":372.05,"endTime":374.285,"text":"this exact format that I provided before.","startTimeForDisplay":372.05,"hideForTrimmingRange":false},{"id":"159","index":158,"startTime":374.285,"endTime":378.59,"text":"It does, it says no duplicates found right here.","startTimeForDisplay":374.285,"hideForTrimmingRange":false},{"id":"160","index":159,"startTime":378.59,"endTime":381.17,"text":"Then what's nice is it does the other part of","startTimeForDisplay":378.59,"hideForTrimmingRange":false},{"id":"161","index":160,"startTime":381.17,"endTime":383.3,"text":"the game that we explain your prompt","startTimeForDisplay":381.17,"hideForTrimmingRange":false},{"id":"162","index":161,"startTime":383.3,"endTime":385.19,"text":"effectively communicate the tasks and provided","startTimeForDisplay":383.3,"hideForTrimmingRange":false},{"id":"163","index":162,"startTime":385.19,"endTime":387.86,"text":"examples of different tasks are of different cases.","startTimeForDisplay":385.19,"hideForTrimmingRange":false},{"id":"164","index":163,"startTime":387.86,"endTime":389.63,"text":"The task was to determine whether list of","startTimeForDisplay":387.86,"hideForTrimmingRange":false},{"id":"165","index":164,"startTime":389.63,"endTime":391.46,"text":"numbers contains any duplicate elements and","startTimeForDisplay":389.63,"hideForTrimmingRange":false},{"id":"166","index":165,"startTime":391.46,"endTime":392.885,"text":"you provide it with examples","startTimeForDisplay":391.46,"hideForTrimmingRange":false},{"id":"167","index":166,"startTime":392.885,"endTime":395,"text":"based on your prompt that was able to correctly","startTimeForDisplay":392.885,"hideForTrimmingRange":false},{"id":"168","index":167,"startTime":395,"endTime":396.77,"text":"determined the list does not","startTimeForDisplay":395,"hideForTrimmingRange":false},{"id":"169","index":168,"startTime":396.77,"endTime":398.6,"text":"contain any duplicate elements.","startTimeForDisplay":396.77,"hideForTrimmingRange":false},{"id":"170","index":169,"startTime":398.6,"endTime":400.2,"text":"Then it goes on and it says,","startTimeForDisplay":398.6,"hideForTrimmingRange":false},{"id":"171","index":170,"startTime":400.2,"endTime":402.385,"text":"let's move on to the next task.","startTimeForDisplay":400.2,"hideForTrimmingRange":false},{"id":"172","index":171,"startTime":402.385,"endTime":403.63,"text":"Now it's playing the game,","startTimeForDisplay":402.385,"hideForTrimmingRange":false},{"id":"173","index":172,"startTime":403.63,"endTime":405.885,"text":"so it's moved onto the next task.","startTimeForDisplay":403.63,"hideForTrimmingRange":false},{"id":"174","index":173,"startTime":405.885,"endTime":407.84000000000003,"text":"Given a sentence, count","startTimeForDisplay":405.885,"hideForTrimmingRange":false},{"id":"175","index":174,"startTime":407.84000000000003,"endTime":409.43,"text":"the number of words in the sentence,","startTimeForDisplay":407.84000000000003,"hideForTrimmingRange":false},{"id":"176","index":175,"startTime":409.43,"endTime":411.335,"text":"and return the results in the format.","startTimeForDisplay":409.43,"hideForTrimmingRange":false},{"id":"177","index":176,"startTime":411.335,"endTime":413.78,"text":"The sentence contains X words,","startTimeForDisplay":411.335,"hideForTrimmingRange":false},{"id":"178","index":177,"startTime":413.78,"endTime":415.34000000000003,"text":"where X is the number of words.","startTimeForDisplay":413.78,"hideForTrimmingRange":false},{"id":"179","index":178,"startTime":415.34000000000003,"endTime":417.995,"text":"It's giving us an output that I have to produce.","startTimeForDisplay":415.34000000000003,"hideForTrimmingRange":false},{"id":"180","index":179,"startTime":417.995,"endTime":420.8,"text":"Notice it's given an output now where I have to","startTimeForDisplay":417.995,"hideForTrimmingRange":false},{"id":"181","index":180,"startTime":420.8,"endTime":424.385,"text":"put the output in a different particular format.","startTimeForDisplay":420.8,"hideForTrimmingRange":false},{"id":"182","index":181,"startTime":424.385,"endTime":426.11,"text":"Before we just had to go and say","startTimeForDisplay":424.385,"hideForTrimmingRange":false},{"id":"183","index":182,"startTime":426.11,"endTime":427.61,"text":"there's duplicates are no duplicates.","startTimeForDisplay":426.11,"hideForTrimmingRange":false},{"id":"184","index":183,"startTime":427.61,"endTime":428.63,"text":"But now we're having to do something","startTimeForDisplay":427.61,"hideForTrimmingRange":false},{"id":"185","index":184,"startTime":428.63,"endTime":429.68,"text":"a little more complicated.","startTimeForDisplay":428.63,"hideForTrimmingRange":false},{"id":"186","index":185,"startTime":429.68,"endTime":430.73,"text":"We're having to count words in","startTimeForDisplay":429.68,"hideForTrimmingRange":false},{"id":"187","index":186,"startTime":430.73,"endTime":432.17,"text":"the sentence and then make sure","startTimeForDisplay":430.73,"hideForTrimmingRange":false},{"id":"188","index":187,"startTime":432.17,"endTime":434.855,"text":"that count shows up in a particular place and the output.","startTimeForDisplay":432.17,"hideForTrimmingRange":false},{"id":"189","index":188,"startTime":434.855,"endTime":438.14,"text":"This is exactly testing our knowledge of","startTimeForDisplay":434.855,"hideForTrimmingRange":false},{"id":"190","index":189,"startTime":438.14,"endTime":440.18,"text":"prompt engineering and some of the patterns","startTimeForDisplay":438.14,"hideForTrimmingRange":false},{"id":"191","index":190,"startTime":440.18,"endTime":442.52,"text":"and other techniques that we've seen in the past.","startTimeForDisplay":440.18,"hideForTrimmingRange":false},{"id":"192","index":191,"startTime":442.52,"endTime":445.55,"text":"Please write a prompt for me to solve this task.","startTimeForDisplay":442.52,"hideForTrimmingRange":false},{"id":"193","index":192,"startTime":445.55,"endTime":447.47,"text":"I'm going to use a pattern called","startTimeForDisplay":445.55,"hideForTrimmingRange":false},{"id":"194","index":193,"startTime":447.47,"endTime":450.24,"text":"the template pattern to do this.","startTimeForDisplay":447.47,"hideForTrimmingRange":false},{"id":"195","index":194,"startTime":450.55,"endTime":452.69,"text":"What we say is I'm going to give you","startTimeForDisplay":450.55,"hideForTrimmingRange":false},{"id":"196","index":195,"startTime":452.69,"endTime":454.325,"text":"a template for your output.","startTimeForDisplay":452.69,"hideForTrimmingRange":false},{"id":"197","index":196,"startTime":454.325,"endTime":457.28,"text":"Number is my place holder in all caps.","startTimeForDisplay":454.325,"hideForTrimmingRange":false},{"id":"198","index":197,"startTime":457.28,"endTime":460.4,"text":"Fill in my placeholder with your output.","startTimeForDisplay":457.28,"hideForTrimmingRange":false},{"id":"199","index":198,"startTime":460.4,"endTime":462.95,"text":"Please preserve the overall formatting of","startTimeForDisplay":460.4,"hideForTrimmingRange":false},{"id":"200","index":199,"startTime":462.95,"endTime":465.86,"text":"my template is,","startTimeForDisplay":462.95,"hideForTrimmingRange":false},{"id":"201","index":200,"startTime":465.86,"endTime":470.12,"text":"and then I have the sentence contains number words.","startTimeForDisplay":465.86,"hideForTrimmingRange":false},{"id":"202","index":201,"startTime":470.12,"endTime":472.01,"text":"I'm going to solve this problem.","startTimeForDisplay":470.12,"hideForTrimmingRange":false},{"id":"203","index":202,"startTime":472.01,"endTime":473.93,"text":"Here's my prompt to go and solve","startTimeForDisplay":472.01,"hideForTrimmingRange":false},{"id":"204","index":203,"startTime":473.93,"endTime":475.64,"text":"this problem and then I say","startTimeForDisplay":473.93,"hideForTrimmingRange":false},{"id":"205","index":204,"startTime":475.64,"endTime":477.47,"text":"how many words are in the following sentence,","startTimeForDisplay":475.64,"hideForTrimmingRange":false},{"id":"206","index":205,"startTime":477.47,"endTime":479.54,"text":"the cat jumped on the mat.","startTimeForDisplay":477.47,"hideForTrimmingRange":false},{"id":"207","index":206,"startTime":479.54,"endTime":483.14,"text":"It says the sentence contains six words,","startTimeForDisplay":479.54,"hideForTrimmingRange":false},{"id":"208","index":207,"startTime":483.14,"endTime":485.78,"text":"which we see is exactly the format that it was looking","startTimeForDisplay":483.14,"hideForTrimmingRange":false},{"id":"209","index":208,"startTime":485.78,"endTime":489.29,"text":"for and then it tells us that grades us on our prompt.","startTimeForDisplay":485.78,"hideForTrimmingRange":false},{"id":"210","index":209,"startTime":489.29,"endTime":490.67,"text":"What's really nice about","startTimeForDisplay":489.29,"hideForTrimmingRange":false},{"id":"211","index":210,"startTime":490.67,"endTime":493.64,"text":"this gameplay example is","startTimeForDisplay":490.67,"hideForTrimmingRange":false},{"id":"212","index":211,"startTime":493.64,"endTime":496.46,"text":"that from now on you can go and use it","startTimeForDisplay":493.64,"hideForTrimmingRange":false},{"id":"213","index":212,"startTime":496.46,"endTime":498.44,"text":"to test your ability","startTimeForDisplay":496.46,"hideForTrimmingRange":false},{"id":"214","index":213,"startTime":498.44,"endTime":500.54,"text":"to do prompt engineering and you don't","startTimeForDisplay":498.44,"hideForTrimmingRange":false},{"id":"215","index":214,"startTime":500.54,"endTime":501.68,"text":"have to think of what are","startTimeForDisplay":500.54,"hideForTrimmingRange":false},{"id":"216","index":215,"startTime":501.68,"endTime":504.815,"text":"prompt engineering tasks that I could try out.","startTimeForDisplay":501.68,"hideForTrimmingRange":false},{"id":"217","index":216,"startTime":504.815,"endTime":506.15,"text":"You can just use","startTimeForDisplay":504.815,"hideForTrimmingRange":false},{"id":"218","index":217,"startTime":506.15,"endTime":509.87,"text":"this prompt to have it generate the content for you.","startTimeForDisplay":506.15,"hideForTrimmingRange":false},{"id":"219","index":218,"startTime":509.87,"endTime":512.51,"text":"It can think of the ideas of the problems for you to","startTimeForDisplay":509.87,"hideForTrimmingRange":false},{"id":"220","index":219,"startTime":512.51,"endTime":513.92,"text":"solve with prompt engineering","startTimeForDisplay":512.51,"hideForTrimmingRange":false},{"id":"221","index":220,"startTime":513.92,"endTime":515.51,"text":"and we can see in this simple example,","startTimeForDisplay":513.92,"hideForTrimmingRange":false},{"id":"222","index":221,"startTime":515.51,"endTime":518.075,"text":"it's already gone untested some different dimensions,","startTimeForDisplay":515.51,"hideForTrimmingRange":false},{"id":"223","index":222,"startTime":518.075,"endTime":520.22,"text":"a prompts for us and given us","startTimeForDisplay":518.075,"hideForTrimmingRange":false},{"id":"224","index":223,"startTime":520.22,"endTime":522.905,"text":"some opportunities to try out some different patterns.","startTimeForDisplay":520.22,"hideForTrimmingRange":false},{"id":"225","index":224,"startTime":522.905,"endTime":525.83,"text":"Then goes on and it gives us another interesting one.","startTimeForDisplay":522.905,"hideForTrimmingRange":false},{"id":"226","index":225,"startTime":525.83,"endTime":528.575,"text":"Given a date in the format,","startTimeForDisplay":525.83,"hideForTrimmingRange":false},{"id":"227","index":226,"startTime":528.575,"endTime":531.89,"text":"yyyy, mm, dd meaning year,","startTimeForDisplay":528.575,"hideForTrimmingRange":false},{"id":"228","index":227,"startTime":531.89,"endTime":533.3,"text":"month date determine whether","startTimeForDisplay":531.89,"hideForTrimmingRange":false},{"id":"229","index":228,"startTime":533.3,"endTime":535.04,"text":"the year is a leap year or if not.","startTimeForDisplay":533.3,"hideForTrimmingRange":false},{"id":"230","index":229,"startTime":535.04,"endTime":538.415,"text":"If it is a leap year or the year is yyyy,","startTimeForDisplay":535.04,"hideForTrimmingRange":false},{"id":"231","index":230,"startTime":538.415,"endTime":542.21,"text":"is a leap year if it's not. How do I solve this?","startTimeForDisplay":538.415,"hideForTrimmingRange":false},{"id":"232","index":231,"startTime":542.21,"endTime":543.11,"text":"I'm going to go through and give","startTimeForDisplay":542.21,"hideForTrimmingRange":false},{"id":"233","index":232,"startTime":543.11,"endTime":544.52,"text":"it some few-shot examples","startTimeForDisplay":543.11,"hideForTrimmingRange":false},{"id":"234","index":233,"startTime":544.52,"endTime":546.335,"text":"similar to a dead before.","startTimeForDisplay":544.52,"hideForTrimmingRange":false},{"id":"235","index":234,"startTime":546.335,"endTime":547.97,"text":"But it's testing my ability to","startTimeForDisplay":546.335,"hideForTrimmingRange":false},{"id":"236","index":235,"startTime":547.97,"endTime":549.74,"text":"figure out what do I do to solve this in","startTimeForDisplay":547.97,"hideForTrimmingRange":false},{"id":"237","index":236,"startTime":549.74,"endTime":552.83,"text":"this particular case and then it gives","startTimeForDisplay":549.74,"hideForTrimmingRange":false},{"id":"238","index":237,"startTime":552.83,"endTime":556.115,"text":"us the right output that 2023 is not a leap year.","startTimeForDisplay":552.83,"hideForTrimmingRange":false},{"id":"239","index":238,"startTime":556.115,"endTime":559.85,"text":"Now what's really nice about this is remember,","startTimeForDisplay":556.115,"hideForTrimmingRange":false},{"id":"240","index":239,"startTime":559.85,"endTime":561.62,"text":"it's supposed to be checking","startTimeForDisplay":559.85,"hideForTrimmingRange":false},{"id":"241","index":240,"startTime":561.62,"endTime":564.71,"text":"our prompts and testing our prompt engineering skills","startTimeForDisplay":561.62,"hideForTrimmingRange":false},{"id":"242","index":241,"startTime":564.71,"endTime":567.68,"text":"and I want to show you something that I didn't even","startTimeForDisplay":564.71,"hideForTrimmingRange":false},{"id":"243","index":242,"startTime":567.68,"endTime":571.595,"text":"notice until it told me and tested me.","startTimeForDisplay":567.68,"hideForTrimmingRange":false},{"id":"244","index":243,"startTime":571.595,"endTime":577.595,"text":"I said date 2009,","startTimeForDisplay":571.595,"hideForTrimmingRange":false},{"id":"245","index":244,"startTime":577.595,"endTime":580.37,"text":"7, 24 so July 24th,","startTimeForDisplay":577.595,"hideForTrimmingRange":false},{"id":"246","index":245,"startTime":580.37,"endTime":583.46,"text":"2009 and then in my example,","startTimeForDisplay":580.37,"hideForTrimmingRange":false},{"id":"247","index":246,"startTime":583.46,"endTime":586.4,"text":"I said leap year right here and then I","startTimeForDisplay":583.46,"hideForTrimmingRange":false},{"id":"248","index":247,"startTime":586.4,"endTime":589.805,"text":"said the year 2004 is not a leap year.","startTimeForDisplay":586.4,"hideForTrimmingRange":false},{"id":"249","index":248,"startTime":589.805,"endTime":593.72,"text":"My prompt example actually had a mistake","startTimeForDisplay":589.805,"hideForTrimmingRange":false},{"id":"250","index":249,"startTime":593.72,"endTime":597.77,"text":"because I'm asking if July 24,","startTimeForDisplay":593.72,"hideForTrimmingRange":false},{"id":"251","index":250,"startTime":597.77,"endTime":602.525,"text":"2009 is a leap year and then in my example,","startTimeForDisplay":597.77,"hideForTrimmingRange":false},{"id":"252","index":251,"startTime":602.525,"endTime":604.84,"text":"I give it the wrong template.","startTimeForDisplay":602.525,"hideForTrimmingRange":false},{"id":"253","index":252,"startTime":604.84,"endTime":607.54,"text":"I say the year 2004 is not a leap year.","startTimeForDisplay":604.84,"hideForTrimmingRange":false},{"id":"254","index":253,"startTime":607.54,"endTime":611.41,"text":"It should have been the year 2009 is not a leap year.","startTimeForDisplay":607.54,"hideForTrimmingRange":false},{"id":"255","index":254,"startTime":611.41,"endTime":614.62,"text":"Then it actually notes that right here it","startTimeForDisplay":611.41,"hideForTrimmingRange":false},{"id":"256","index":255,"startTime":614.62,"endTime":617.475,"text":"says there's a small typo in the third example.","startTimeForDisplay":614.62,"hideForTrimmingRange":false},{"id":"257","index":256,"startTime":617.475,"endTime":620.165,"text":"The year 2004 is not a leap year,","startTimeForDisplay":617.475,"hideForTrimmingRange":false},{"id":"258","index":257,"startTime":620.165,"endTime":624.2,"text":"should be the year 2009 is not a leap year,","startTimeForDisplay":620.165,"hideForTrimmingRange":false},{"id":"259","index":258,"startTime":624.2,"endTime":626,"text":"but did not affect my ability to","startTimeForDisplay":624.2,"hideForTrimmingRange":false},{"id":"260","index":259,"startTime":626,"endTime":627.92,"text":"understand and respond to the task.","startTimeForDisplay":626,"hideForTrimmingRange":false},{"id":"261","index":260,"startTime":627.92,"endTime":631.04,"text":"But it does give me feedback on my prompt engineering and","startTimeForDisplay":627.92,"hideForTrimmingRange":false},{"id":"262","index":261,"startTime":631.04,"endTime":632.45,"text":"also shows me I need to be","startTimeForDisplay":631.04,"hideForTrimmingRange":false},{"id":"263","index":262,"startTime":632.45,"endTime":634.49,"text":"careful about the examples I'm giving it.","startTimeForDisplay":632.45,"hideForTrimmingRange":false},{"id":"264","index":263,"startTime":634.49,"endTime":637.55,"text":"If I make a mistake in my example, in this case,","startTimeForDisplay":634.49,"hideForTrimmingRange":false},{"id":"265","index":264,"startTime":637.55,"endTime":639.905,"text":"I got lucky and it didn't affect 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palindrome.","startTimeForDisplay":649.28,"hideForTrimmingRange":false},{"id":"272","index":271,"startTime":651.665,"endTime":653.54,"text":"The string is a palindrome","startTimeForDisplay":651.665,"hideForTrimmingRange":false},{"id":"273","index":272,"startTime":653.54,"endTime":654.89,"text":"and if the string is not a palindrome","startTimeForDisplay":653.54,"hideForTrimmingRange":false},{"id":"274","index":273,"startTime":654.89,"endTime":656.24,"text":"return the string is not","startTimeForDisplay":654.89,"hideForTrimmingRange":false},{"id":"275","index":274,"startTime":656.24,"endTime":659.58,"text":"a palindrome replaced string with the actual string.","startTimeForDisplay":656.24,"hideForTrimmingRange":false},{"id":"276","index":275,"startTime":660.87,"endTime":663.46,"text":"It's getting a little repetitious in here,","startTimeForDisplay":660.87,"hideForTrimmingRange":false},{"id":"277","index":276,"startTime":663.46,"endTime":664.93,"text":"but we could go in and 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if (injectedString.search('EPIC_SITE_HOME_PLACEHOLDER') >= 0) { return {}; } var epicResponse = injectedString && injectedString !== undefined ? JSON.parse(injectedString) : {}; return epicResponse.elements || {}; })(); /* globals coursera */ /* eslint-disable quotes */ coursera.user = (function() { var userJson = "{}"; try { return JSON.parse(userJson); } catch (e) { return {}; } })(); /* globals coursera*/ // Defines a named AMD module containing the course ID coursera.courseId = (function() { return '{{ ONDEMAND_COURSE_ID_PLACEHOLDER }}'; })(); </script></body></html>