{"id":22232,"date":"2023-08-02T15:27:09","date_gmt":"2023-08-02T09:57:09","guid":{"rendered":"https:\/\/www.interviewbit.com\/blog\/?post_type=web-story&#038;p=22232"},"modified":"2023-08-02T15:27:11","modified_gmt":"2023-08-02T09:57:11","slug":"ethical-considerations-in-data-science-10-principles-for-responsible-ai","status":"publish","type":"web-story","link":"https:\/\/www.interviewbit.com\/blog\/web-stories\/ethical-considerations-in-data-science-10-principles-for-responsible-ai\/","title":{"rendered":"10 Principles for Responsible AI in data science"},"content":{"rendered":"<p><html amp=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"\/><meta name=\"viewport\" content=\"width=device-width,minimum-scale=1,initial-scale=1\"\/><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0.js\"><\/script><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0\/amp-story-1.0.js\" custom-element=\"amp-story\"><\/script><link 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href=\"https:\/\/www.interviewbit.com\/blog\/?post_type=web-story&amp;p=22232\"\/><meta name=\"web-stories-replace-head-end\"\/><\/head><body><amp-story standalone=\"\" publisher=\"InterviewBit\" publisher-logo-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/cropped-tumblr-logo.png\" title=\"10 Principles for Responsible AI in data science\" poster-portrait-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2023\/08\/cropped-Ethical-Considerations-in-Data-Science_-10-Principles-for-Responsible-AI.jpg\"><amp-story-page id=\"519be69d-90cf-4272-8d5e-918dda225b61\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#f3f3f3\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div 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768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 19vh, 43vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:1.45631%;top:88.34951%;width:95.14563%;height:14.72492%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5102040816326531% 0.5102040816326531% 0.5102040816326531% 0.5102040816326531% \/ 2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198%\" id=\"el-cf151aca-8261-43dd-a1e6-792420542ac5\">\n<h2 id=\"10-principles-for-responsible-ai\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.8096923828125% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.566343em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;10 Principles&nbsp;for Responsible AI<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:55.33981%;top:94.49838%;width:22.08738%;height:8.57605%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-a1834cec-b41b-4fb0-bbb9-ff4dba0db45e\">\n<div style=\"position:absolute;width:106.63378%;height:100%;left:-3.31689%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/media.tenor.com\/PrRf4W_uFicAAAAi\/rafsdesign-rafs.gif\" alt=\"Rafsdesign Rafs Sticker\" srcSet=\"https:\/\/media.tenor.com\/PrRf4W_uFicAAAAi\/rafsdesign-rafs.gif 498w,https:\/\/media.tenor.com\/PrRf4W_uFicAAAAj\/rafsdesign-rafs.gif 200w,https:\/\/media.tenor.com\/PrRf4W_uFicAAAAk\/rafsdesign-rafs.gif 90w\" sizes=\"(min-width: 1024px) 10vh, 22vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:1.21359%;top:73.13916%;width:93.93204%;height:23.94822%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.516795865633075% 0.516795865633075% 0.516795865633075% 0.516795865633075% \/ 1.3513513513513513% 1.3513513513513513% 1.3513513513513513% 1.3513513513513513%\" id=\"el-2f34c5b1-b5be-4e3d-9384-50f17e8c09eb\">\n<h1 id=\"ethical-considerations-in-data-science\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.0949410529715764% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.647249em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #e12425\">Ethical&nbsp;<\/span><br \/>\n<span style=\"color: #e12425\">Considerations&nbsp;in Data Science<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"f45319cc-a585-41da-8caf-cdc69b0f1fe0\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-9a2862c3-fc24-4dbd-b336-aff01a8c3dc0\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":390,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-7f7f7b17-0556-4f68-a968-327123995851\",\"keyframes\":{\"transform\":[\"translate3d(-113.83286%, 0px, 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763w,https:\/\/images.unsplash.com\/photo-1623122245120-7eef6faa39c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMzl8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY0ODU2fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=340&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 53vh, 119vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-image:radial-gradient(ellipse 67% 67%, rgba(0,0,0,0) 0%, rgba(0,0,0,0.8) 100%)\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.73786%;top:57.28155%;width:99.51456%;height:32.03883%;opacity:1\">\n<div id=\"anim-ea38b0fa-6d4b-4e8b-bc76-a6ac5a741cb8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-95a76369-5014-4882-b58f-6c0c4e59c3b6\">\n<div class=\"fill\" style=\"background-color:rgba(216,33,33,0.3);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:59.70874%;width:84.2233%;height:6.79612%;opacity:1\">\n<div id=\"anim-9a2862c3-fc24-4dbd-b336-aff01a8c3dc0\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-7f7f7b17-0556-4f68-a968-327123995851\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-113.83286%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-16824d39-6a2f-4539-b837-c71033529d43\">\n<h2 id=\"fairness\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.6355029719020167% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.453074em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Fairness<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:67.31392%;width:84.2233%;height:14.40129%;opacity:1\">\n<div id=\"anim-e3057f38-0e98-418a-aacb-35d68ba7b06f\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-8f47019a-3730-45f4-b6a2-b382da83aa58\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-113.83286%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5763688760806917% 0.5763688760806917% 0.5763688760806917% 0.5763688760806917% \/ 2.247191011235955% 2.247191011235955% 2.247191011235955% 2.247191011235955%\" id=\"el-376c4607-4394-4ea0-af70-96ae8749ba65\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.20713256484149856% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Avoid biases and discrimination by ensuring algorithms treat all individuals and groups fairly and equitably.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:-6.6343%;width:42.96117%;height:9.54693%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-3914d932-3b6e-41f3-ae54-33dcbae2c183\">\n<div style=\"position:absolute;width:100.28252%;height:100%;left:-0.14126%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 19vh, 43vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:51.94175%;width:80.58252%;height:7.76699%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6024096385542169% 0.6024096385542169% 0.6024096385542169% 0.6024096385542169% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%;background-clip:content-box;background-color:#000\" id=\"el-c4750916-2efd-4e0b-93d5-ef005727f00b\">\n<h1 id=\"principle-1\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-1.1445783132530112% 0;font-family:&quot;Bungee&quot;,cursive;font-size:0.647249em;line-height:1.19;text-align:center;padding:1.2048192771084338% 2.4096385542168677%;color:#000000\"><span><span style=\"color: #ba2d2d\">Principle 1<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:92.39482%;width:100%;height:4.36893%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 7.4074074074074066% 7.4074074074074066% 7.4074074074074066% 7.4074074074074066%\" id=\"el-0a55d853-9022-470a-9347-7380ed43b57a\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.1067961165048545% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.323625em;line-height:0.9;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Interested in pursuing a career in Data Science?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2022\/03\/Best-Data-Science-Courses-2048x1000.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/best-data-science-courses\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=ethical-considerations-in-data-science-10-principles-for-responsible-ai\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"75c1c2ce-769d-4443-b70f-bcb2941ea2fd\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-792c4448-39de-41bf-b2dc-37cd61933a94\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":390,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-9df41040-0f29-4447-84e0-615498935dc8\",\"keyframes\":{\"transform\":[\"translate3d(-113.99417%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":390,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-87818ceb-e739-4f91-a532-bcf804ac512d\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":3000,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-5eff2574-ff99-49c6-a181-bfb52df9f1d2\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":600,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-a977f1bd-58aa-40bd-a108-239402d522c6\",\"keyframes\":{\"transform\":[\"translate3d(-113.83286%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":600,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#211f1e\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-3c04b95f-6267-4649-865f-859ac959cf24\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:-0.48544%;top:-9.38511%;width:172.81553%;height:89.80583%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-b7acd7aa-2e97-4eb7-b82d-86f6b67de56a\">\n<div style=\"position:absolute;width:116.92417%;height:100%;left:-8.46208%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1655897731395-530a59105b31?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMjV8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MDI0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=6000&amp;h=4000&amp;fit=max\" alt=\"a man sitting on a couch with a laptop\" srcSet=\"https:\/\/images.unsplash.com\/photo-1655897731395-530a59105b31?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMjV8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MDI0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=6000&amp;h=4000&amp;fit=max 6000w,https:\/\/images.unsplash.com\/photo-1655897731395-530a59105b31?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMjV8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MDI0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4800&amp;h=3200&amp;fit=max 4800w,https:\/\/images.unsplash.com\/photo-1655897731395-530a59105b31?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMjV8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MDI0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3600&amp;h=2400&amp;fit=max 3600w,https:\/\/images.unsplash.com\/photo-1655897731395-530a59105b31?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMjV8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MDI0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2400&amp;h=1600&amp;fit=max 2400w,https:\/\/images.unsplash.com\/photo-1655897731395-530a59105b31?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMjV8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MDI0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1200&amp;h=800&amp;fit=max 1200w,https:\/\/images.unsplash.com\/photo-1655897731395-530a59105b31?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMjV8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MDI0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 78vh, 173vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-image:radial-gradient(ellipse 67% 67%, rgba(0,0,0,0) 0%, rgba(0,0,0,0.8) 100%)\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.73786%;top:57.28155%;width:99.51456%;height:32.03883%;opacity:1\">\n<div id=\"anim-87818ceb-e739-4f91-a532-bcf804ac512d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-a52e010d-5dba-419e-941b-3812127f5bd6\">\n<div class=\"fill\" style=\"background-color:rgba(216,33,33,0.3);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:-6.6343%;width:42.96117%;height:9.54693%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-20f20941-f03a-40bf-8214-adeae6fd5afd\">\n<div style=\"position:absolute;width:100.28252%;height:100%;left:-0.14126%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 19vh, 43vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:59.70874%;width:83.25243%;height:6.79612%;opacity:1\">\n<div id=\"anim-792c4448-39de-41bf-b2dc-37cd61933a94\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-9df41040-0f29-4447-84e0-615498935dc8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-113.99417%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-ddeaa3b1-0889-4cbf-8368-cd1fac483beb\">\n<h2 id=\"transparency\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.6545758928571421% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.453074em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Transparency<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:67.31392%;width:84.2233%;height:11.00324%;opacity:1\">\n<div id=\"anim-5eff2574-ff99-49c6-a181-bfb52df9f1d2\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-a977f1bd-58aa-40bd-a108-239402d522c6\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-113.83286%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5763688760806917% 0.5763688760806917% 0.5763688760806917% 0.5763688760806917% \/ 2.941176470588235% 2.941176470588235% 2.941176470588235% 2.941176470588235%\" id=\"el-93a926c7-bfbd-4f39-bfb6-b2a435c76e1e\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.20713256484149856% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Make AI systems understandable and explainable, empowering users to comprehend how decisions are made.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:92.39482%;width:100%;height:4.36893%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 7.4074074074074066% 7.4074074074074066% 7.4074074074074066% 7.4074074074074066%\" id=\"el-81fdeb69-285f-4a0d-844b-93c1ae813ac5\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.1067961165048545% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.323625em;line-height:0.9;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Interested in pursuing a career in Data Science?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:51.94175%;width:80.58252%;height:7.76699%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6024096385542169% 0.6024096385542169% 0.6024096385542169% 0.6024096385542169% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%;background-clip:content-box;background-color:#000\" id=\"el-3f5cac7a-84f5-40ea-b5e5-3b79832dc3a4\">\n<h1 id=\"principle-2\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-1.1445783132530112% 0;font-family:&quot;Bungee&quot;,cursive;font-size:0.647249em;line-height:1.19;text-align:center;padding:1.2048192771084338% 2.4096385542168677%;color:#000000\"><span><span style=\"color: #ba2d2d\">Principle 2<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/s3.ap-south-1.amazonaws.com\/myinterviewtrainer-domestic\/public_assets\/assets\/000\/000\/806\/original\/IB_InterviewQuestions_4.jpg?1628663241\"><a href=\"https:\/\/www.interviewbit.com\/blog\/best-data-science-courses\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=ethical-considerations-in-data-science-10-principles-for-responsible-ai\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"e0d2c775-9d1d-4576-8419-40af1a6025dc\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-66593dac-7563-479e-b233-213315dc3f60\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":600,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-f8b78689-cc1d-43b0-8d73-599ceba55fe8\",\"keyframes\":{\"transform\":[\"translate3d(-113.83286%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":600,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-697f47bb-baa8-4b73-9b61-52cbd531824a\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":3000,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-e1ce9c31-246e-411e-8817-1ac309282998\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":390,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-9485e50e-e825-41b4-a32a-986e60f91169\",\"keyframes\":{\"transform\":[\"translate3d(-113.83286%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":390,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#211f1e\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-32fdacfb-01fc-4fe8-867d-8ed59ceafdd1\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:-0.48544%;top:-9.2233%;width:146.60194%;height:89.80583%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-e3fcd88b-d3ad-4e5f-b939-1c11abda6eca\">\n<div style=\"position:absolute;width:137.64809%;height:100%;left:-18.82405%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1573166755916-ef92a6806ab3?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNTN8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTE3fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=6016&amp;h=4016&amp;fit=max\" alt=\"woman standing near wall\" srcSet=\"https:\/\/images.unsplash.com\/photo-1573166755916-ef92a6806ab3?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNTN8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTE3fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=6016&amp;h=4016&amp;fit=max 6016w,https:\/\/images.unsplash.com\/photo-1573166755916-ef92a6806ab3?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNTN8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTE3fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4812&amp;h=3212&amp;fit=max 4812w,https:\/\/images.unsplash.com\/photo-1573166755916-ef92a6806ab3?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNTN8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTE3fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3609&amp;h=2409&amp;fit=max 3609w,https:\/\/images.unsplash.com\/photo-1573166755916-ef92a6806ab3?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNTN8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTE3fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2406&amp;h=1606&amp;fit=max 2406w,https:\/\/images.unsplash.com\/photo-1573166755916-ef92a6806ab3?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNTN8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTE3fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1203&amp;h=803&amp;fit=max 1203w,https:\/\/images.unsplash.com\/photo-1573166755916-ef92a6806ab3?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNTN8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTE3fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 66vh, 147vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-image:radial-gradient(ellipse 67% 67%, rgba(0,0,0,0) 0%, rgba(0,0,0,0.7) 100%)\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.73786%;top:57.28155%;width:99.51456%;height:32.03883%;opacity:1\">\n<div id=\"anim-697f47bb-baa8-4b73-9b61-52cbd531824a\" class=\"animation-wrapper\" 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srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 19vh, 43vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:67.31392%;width:84.2233%;height:11.00324%;opacity:1\">\n<div id=\"anim-66593dac-7563-479e-b233-213315dc3f60\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-f8b78689-cc1d-43b0-8d73-599ceba55fe8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-113.83286%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5763688760806917% 0.5763688760806917% 0.5763688760806917% 0.5763688760806917% \/ 2.941176470588235% 2.941176470588235% 2.941176470588235% 2.941176470588235%\" id=\"el-2907571c-b725-43b3-8110-8ac3b2b22240\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.20713256484149856% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Protect user data and privacy, adhering to strict data protection standards throughout the AI lifecycle.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:59.70874%;width:84.2233%;height:6.79612%;opacity:1\">\n<div id=\"anim-e1ce9c31-246e-411e-8817-1ac309282998\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-9485e50e-e825-41b4-a32a-986e60f91169\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-113.83286%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-b9fcb997-aee7-41df-86d3-b83a675c8243\">\n<h2 id=\"privacy\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.6355029719020167% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.453074em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Privacy<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:92.39482%;width:100%;height:4.36893%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 7.4074074074074066% 7.4074074074074066% 7.4074074074074066% 7.4074074074074066%\" id=\"el-970af754-2109-4b98-a724-163ade435a58\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.1067961165048545% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.323625em;line-height:0.9;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Interested in pursuing a career in Data Science?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:51.94175%;width:80.58252%;height:7.76699%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6024096385542169% 0.6024096385542169% 0.6024096385542169% 0.6024096385542169% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%;background-clip:content-box;background-color:#000\" id=\"el-1e8784cf-d27e-4127-8a1d-562a536bc88a\">\n<h1 id=\"principle-3\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-1.1445783132530112% 0;font-family:&quot;Bungee&quot;,cursive;font-size:0.647249em;line-height:1.19;text-align:center;padding:1.2048192771084338% 2.4096385542168677%;color:#000000\"><span><span style=\"color: #ba2d2d\">Principle 3<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2022\/03\/Best-Data-Science-Courses-2048x1000.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/best-data-science-courses\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=ethical-considerations-in-data-science-10-principles-for-responsible-ai\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"250a0549-fa93-4903-b0f6-c809c3e3be0c\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" 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1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-6dabe698-42e6-435a-82e6-2cd430bdb69e\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":600,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-bada80c8-03d4-47d6-81e4-5b2027c982cc\",\"keyframes\":{\"transform\":[\"translate3d(-113.83286%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":600,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#211f1e\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-c60dd254-8f78-4fed-890d-fac5138d7b96\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:-0.48544%;top:-9.2233%;width:142.23301%;height:90.12945%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-6da8f35f-011a-4db4-99ea-af283f8d3fdb\">\n<div style=\"position:absolute;width:126.73493%;height:100%;left:-13.36746%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1531535807748-218331acbcb4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNzR8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTI2fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=5184&amp;h=3888&amp;fit=max\" alt=\"two smiling women starring on silver MacBook inside well-lit room\" srcSet=\"https:\/\/images.unsplash.com\/photo-1531535807748-218331acbcb4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNzR8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTI2fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=5184&amp;h=3888&amp;fit=max 5184w,https:\/\/images.unsplash.com\/photo-1531535807748-218331acbcb4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNzR8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTI2fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4147&amp;h=3110&amp;fit=max 4147w,https:\/\/images.unsplash.com\/photo-1531535807748-218331acbcb4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNzR8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTI2fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3110&amp;h=2333&amp;fit=max 3110w,https:\/\/images.unsplash.com\/photo-1531535807748-218331acbcb4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNzR8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTI2fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2073&amp;h=1555&amp;fit=max 2073w,https:\/\/images.unsplash.com\/photo-1531535807748-218331acbcb4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNzR8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTI2fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1036&amp;h=777&amp;fit=max 1036w,https:\/\/images.unsplash.com\/photo-1531535807748-218331acbcb4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyNzR8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1MTI2fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=255&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 64vh, 142vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-image:radial-gradient(ellipse 67% 67%, rgba(0,0,0,0) 0%, rgba(0,0,0,0.8) 100%)\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.73786%;top:57.28155%;width:99.51456%;height:32.03883%;opacity:1\">\n<div id=\"anim-17987df6-ac12-4ac2-97d1-fded664a62db\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-5ba21927-b41f-47b2-aea3-153673889a47\">\n<div class=\"fill\" style=\"background-color:rgba(216,33,33,0.3);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:-6.79612%;width:42.96117%;height:9.54693%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-8f05227a-9150-40e9-a027-de187488aa0d\">\n<div style=\"position:absolute;width:100.28252%;height:100%;left:-0.14126%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 19vh, 43vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.62136%;top:59.70874%;width:83.25243%;height:6.79612%;opacity:1\">\n<div id=\"anim-ad3d8dde-84a3-43b3-bc73-9047b655284d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-7112e50e-bb37-4ae8-837b-0f5faae2931d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-115.16035%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-5e783cbe-b453-4ce1-aac1-a1807cb7e6e3\">\n<h2 id=\"accountability\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.6545758928571421% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.453074em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Accountability<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:67.31392%;width:84.2233%;height:14.40129%;opacity:1\">\n<div id=\"anim-6dabe698-42e6-435a-82e6-2cd430bdb69e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-bada80c8-03d4-47d6-81e4-5b2027c982cc\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-113.83286%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5763688760806917% 0.5763688760806917% 0.5763688760806917% 0.5763688760806917% \/ 2.247191011235955% 2.247191011235955% 2.247191011235955% 2.247191011235955%\" id=\"el-4e57ec7b-320a-4e89-9177-234d57ab21ef\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.20713256484149856% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Establish clear responsibility for AI systems and outcomes, holding developers and organizations accountable for their creations.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:92.39482%;width:100%;height:4.36893%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 7.4074074074074066% 7.4074074074074066% 7.4074074074074066% 7.4074074074074066%\" id=\"el-00f57605-eb03-4b9f-9a92-728b5d5de4ee\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.1067961165048545% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.323625em;line-height:0.9;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Interested in pursuing a career in Data Science?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:51.94175%;width:80.58252%;height:7.76699%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6024096385542169% 0.6024096385542169% 0.6024096385542169% 0.6024096385542169% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%;background-clip:content-box;background-color:#000\" id=\"el-a6d29105-b37a-4e3d-8077-dd9599b9e5bb\">\n<h1 id=\"principle-4\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-1.1445783132530112% 0;font-family:&quot;Bungee&quot;,cursive;font-size:0.647249em;line-height:1.19;text-align:center;padding:1.2048192771084338% 2.4096385542168677%;color:#000000\"><span><span style=\"color: #ba2d2d\">Principle 4<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2022\/03\/Best-Data-Science-Courses-2048x1000.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/best-data-science-courses\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=ethical-considerations-in-data-science-10-principles-for-responsible-ai\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"9bafc22e-82a6-473d-a84d-1f11067cf3ab\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-4893127e-ce24-4c15-91c8-2eead111718e\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":390,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-bada039d-df9c-46b6-9f31-499360d03f5d\",\"keyframes\":{\"transform\":[\"translate3d(-115.16035%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":390,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-1a6c6f0a-39b1-445a-8f35-e1c0b40c2dc8\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":600,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-b5a47f89-73fe-4b54-ba64-f2177e723f43\",\"keyframes\":{\"transform\":[\"translate3d(-113.83286%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":600,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-740fc3cb-5282-4493-9618-4b79635dcfa4\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":3000,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#211f1e\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-abedbc9d-33fa-4eb9-9eef-b0676fcd6236\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:-0.48544%;top:-9.38511%;width:104.61165%;height:89.80583%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-91459480-a70f-4085-b14f-85fb81bba3fd\">\n<div style=\"position:absolute;width:100%;height:116.32212%;left:0%;top:-8.16106%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1573496773490-9c1ba7d580f0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzNTF8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1Mzg4fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3780&amp;h=5662&amp;fit=max\" alt=\"sitting woman using laptop computer\" srcSet=\"https:\/\/images.unsplash.com\/photo-1573496773490-9c1ba7d580f0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzNTF8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1Mzg4fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3780&amp;h=5662&amp;fit=max 3780w,https:\/\/images.unsplash.com\/photo-1573496773490-9c1ba7d580f0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzNTF8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1Mzg4fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3024&amp;h=4530&amp;fit=max 3024w,https:\/\/images.unsplash.com\/photo-1573496773490-9c1ba7d580f0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzNTF8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1Mzg4fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2268&amp;h=3397&amp;fit=max 2268w,https:\/\/images.unsplash.com\/photo-1573496773490-9c1ba7d580f0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzNTF8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1Mzg4fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1512&amp;h=2265&amp;fit=max 1512w,https:\/\/images.unsplash.com\/photo-1573496773490-9c1ba7d580f0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzNTF8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1Mzg4fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=756&amp;h=1132&amp;fit=max 756w,https:\/\/images.unsplash.com\/photo-1573496773490-9c1ba7d580f0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzNTF8fGRldmVsb3BlcnN8ZW58MHx8fHwxNjkwMzY1Mzg4fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=509&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 47vh, 105vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-image:radial-gradient(ellipse 67% 67%, rgba(0,0,0,0) 0%, rgba(0,0,0,0.8) 100%)\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.73786%;top:57.28155%;width:99.51456%;height:32.03883%;opacity:1\">\n<div id=\"anim-740fc3cb-5282-4493-9618-4b79635dcfa4\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-abb055ed-19b4-4247-bd29-169adf0fd707\">\n<div class=\"fill\" style=\"background-color:rgba(216,33,33,0.3);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:-6.79612%;width:42.96117%;height:9.54693%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-3a4f4b95-3f74-49fe-b8d4-caaea80b1fb8\">\n<div style=\"position:absolute;width:100.28252%;height:100%;left:-0.14126%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 19vh, 43vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.62136%;top:59.70874%;width:83.25243%;height:6.79612%;opacity:1\">\n<div id=\"anim-4893127e-ce24-4c15-91c8-2eead111718e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-bada039d-df9c-46b6-9f31-499360d03f5d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-115.16035%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-169c2216-3294-46cc-9e23-bf7d3208c13b\">\n<h2 id=\"consent\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.6545758928571421% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.453074em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Consent<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:67.31392%;width:84.2233%;height:11.00324%;opacity:1\">\n<div id=\"anim-1a6c6f0a-39b1-445a-8f35-e1c0b40c2dc8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-b5a47f89-73fe-4b54-ba64-f2177e723f43\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-113.83286%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5763688760806917% 0.5763688760806917% 0.5763688760806917% 0.5763688760806917% \/ 2.941176470588235% 2.941176470588235% 2.941176470588235% 2.941176470588235%\" id=\"el-0218b541-6848-44ce-b876-428b41c0a1df\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.20713256484149856% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Obtain informed consent from users before collecting and using their data in AI applications.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:92.39482%;width:100%;height:4.36893%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 7.4074074074074066% 7.4074074074074066% 7.4074074074074066% 7.4074074074074066%\" id=\"el-c35f8423-4b8c-4dbb-92b0-0677334dce2b\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.1067961165048545% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.323625em;line-height:0.9;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Interested in pursuing a career in Data Science?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:51.94175%;width:80.58252%;height:7.76699%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6024096385542169% 0.6024096385542169% 0.6024096385542169% 0.6024096385542169% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%;background-clip:content-box;background-color:#000\" id=\"el-5b5fef1f-d3a1-4b46-b5b9-74280e31f775\">\n<h1 id=\"principle-5\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-1.1445783132530112% 0;font-family:&quot;Bungee&quot;,cursive;font-size:0.647249em;line-height:1.19;text-align:center;padding:1.2048192771084338% 2.4096385542168677%;color:#000000\"><span><span style=\"color: #ba2d2d\">Principle 5<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/s3.ap-south-1.amazonaws.com\/myinterviewtrainer-domestic\/public_assets\/assets\/000\/000\/806\/original\/IB_InterviewQuestions_4.jpg?1628663241\"><a href=\"https:\/\/www.interviewbit.com\/blog\/best-data-science-courses\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=ethical-considerations-in-data-science-10-principles-for-responsible-ai\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"8f991515-4cef-4c94-b169-0160b442ce18\" auto-advance-after=\"7s\"><amp-story-animation 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1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-9599fc4d-1edf-4ff8-aeba-95e9d533618d\",\"keyframes\":{\"transform\":[\"translate3d(-113.83286%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":600,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-4f375a0c-348e-4b7c-a377-602c4c7337e7\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":3000,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#211f1e\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-ce0a6c75-4a9a-41cf-847c-6cb02faeaf1a\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.2233%;width:138.83495%;height:89.4822%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-dc7fa2fc-90fa-45a6-976e-9a9a750de397\">\n<div style=\"position:absolute;width:145.01748%;height:100%;left:-14.44311%;top:0%\" data-leaf-element=\"true\"><amp-img 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300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 19vh, 43vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.62136%;top:59.70874%;width:83.25243%;height:6.79612%;opacity:1\">\n<div id=\"anim-15f71a8e-7e68-4e45-8d4b-0bc9940f60cf\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-ac1c648f-bd7f-4dc0-aae0-173be76099b3\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-115.16035%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-a9ce46e8-9890-42fb-9154-4d7888985645\">\n<h2 id=\"robustness\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.6545758928571421% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.453074em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Robustness<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:67.31392%;width:84.2233%;height:11.00324%;opacity:1\">\n<div id=\"anim-1b0f090f-f903-40f8-afff-ecb7621f70d4\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-9599fc4d-1edf-4ff8-aeba-95e9d533618d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-113.83286%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5763688760806917% 0.5763688760806917% 0.5763688760806917% 0.5763688760806917% \/ 2.941176470588235% 2.941176470588235% 2.941176470588235% 2.941176470588235%\" id=\"el-0dd2df48-22df-449f-9abb-696c5c8502e6\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.20713256484149856% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Build AI systems that are resilient to adversarial attacks and unexpected scenarios, ensuring reliability.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:92.39482%;width:100%;height:4.36893%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 7.4074074074074066% 7.4074074074074066% 7.4074074074074066% 7.4074074074074066%\" id=\"el-f10aeab5-1bda-4f87-bff6-54a75e4208d0\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.1067961165048545% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.323625em;line-height:0.9;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Interested in pursuing a career in Data Science?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:51.94175%;width:80.58252%;height:7.76699%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6024096385542169% 0.6024096385542169% 0.6024096385542169% 0.6024096385542169% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%;background-clip:content-box;background-color:#000\" id=\"el-365fbb6a-b2a0-4f98-b3df-fc8147a2a5f9\">\n<h1 id=\"principle-6\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-1.1445783132530112% 0;font-family:&quot;Bungee&quot;,cursive;font-size:0.647249em;line-height:1.19;text-align:center;padding:1.2048192771084338% 2.4096385542168677%;color:#000000\"><span><span style=\"color: #ba2d2d\">Principle 6<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" 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1792w,https:\/\/images.unsplash.com\/flagged\/photo-1576697362153-ac5f08c9b140?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMXx8cGVyc29uJTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2ODg0NzMzMjN8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=896&amp;h=1344&amp;fit=max 896w,https:\/\/images.unsplash.com\/flagged\/photo-1576697362153-ac5f08c9b140?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMXx8cGVyc29uJTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2ODg0NzMzMjN8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=510&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 48vh, 108vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-image:radial-gradient(ellipse 67% 67%, rgba(0,0,0,0) 0%, rgba(0,0,0,0.8) 100%)\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.73786%;top:57.28155%;width:99.51456%;height:32.03883%;opacity:1\">\n<div id=\"anim-93cc048d-b4bb-47f5-9291-e56fc19a22bb\" class=\"animation-wrapper\" 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id=\"anim-174f6e40-c547-4066-bf7b-379c1a4529c8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-3da4d0f7-2cd7-42b9-bb1f-889350c7d4f6\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-115.16035%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-c9683906-713c-4347-b831-efec470b5e96\">\n<h2 id=\"diversity-inclusion\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.6545758928571421% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.453074em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Diversity &amp; Inclusion<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:67.31392%;width:84.2233%;height:14.40129%;opacity:1\">\n<div id=\"anim-c6676f3e-a347-4638-a36b-6ecedb705e56\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-fac457f9-daff-4cd7-80f0-67b4334d8b51\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-113.83286%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5763688760806917% 0.5763688760806917% 0.5763688760806917% 0.5763688760806917% \/ 2.247191011235955% 2.247191011235955% 2.247191011235955% 2.247191011235955%\" id=\"el-70f8d7ca-cdf1-4889-9001-e5c9749ce34d\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.20713256484149856% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Embrace diverse perspectives and ensure inclusivity in AI development to prevent biases and promote representation.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:92.39482%;width:100%;height:4.36893%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 7.4074074074074066% 7.4074074074074066% 7.4074074074074066% 7.4074074074074066%\" id=\"el-c7b3277b-7dd6-4a9c-97f2-38831febe0be\">\n<p class=\"fill text-wrapper\" 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1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-02ec438a-a0bc-4bd3-a1a7-06d107740dc2\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":600,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-b2ef0877-6034-43e9-a11e-4ed4762e9b42\",\"keyframes\":{\"transform\":[\"translate3d(-113.83286%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":600,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#211f1e\">\n<div class=\"page-safe-area\">\n<div 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style=\"position:absolute;width:100.28252%;height:100%;left:-0.14126%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 19vh, 43vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.62136%;top:59.70874%;width:83.25243%;height:6.79612%;opacity:1\">\n<div id=\"anim-938a506a-218d-480e-9669-2f7c21b659ea\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-1f310236-9e3f-4cbd-8d15-4a68f96257f0\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-115.16035%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-06c76c85-acd8-4123-9816-64f7c7623c94\">\n<h2 id=\"social-impact\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.6545758928571421% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.453074em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Social Impact<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:67.31392%;width:84.2233%;height:14.40129%;opacity:1\">\n<div id=\"anim-02ec438a-a0bc-4bd3-a1a7-06d107740dc2\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-b2ef0877-6034-43e9-a11e-4ed4762e9b42\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-113.83286%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5763688760806917% 0.5763688760806917% 0.5763688760806917% 0.5763688760806917% \/ 2.247191011235955% 2.247191011235955% 2.247191011235955% 2.247191011235955%\" id=\"el-e66c0a30-52d0-46fc-b22f-d3a155eafdce\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.20713256484149856% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Analyze and mitigate potential societal consequences of AI deployment to avoid negative impacts on communities.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:92.39482%;width:100%;height:4.36893%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 7.4074074074074066% 7.4074074074074066% 7.4074074074074066% 7.4074074074074066%\" id=\"el-ec127047-835f-4a45-8bdd-fc9bd5945c45\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.1067961165048545% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.323625em;line-height:0.9;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Interested in pursuing a career in Data Science?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:51.94175%;width:80.58252%;height:7.76699%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6024096385542169% 0.6024096385542169% 0.6024096385542169% 0.6024096385542169% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%;background-clip:content-box;background-color:#000\" id=\"el-20915fd7-e764-4351-b171-0c62a38501b4\">\n<h1 id=\"principle-8\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-1.1445783132530112% 0;font-family:&quot;Bungee&quot;,cursive;font-size:0.647249em;line-height:1.19;text-align:center;padding:1.2048192771084338% 2.4096385542168677%;color:#000000\"><span><span style=\"color: #ba2d2d\">Principle 8<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" 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id=\"anim-7950b5f5-3518-443b-abdb-1aab7beaee9b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-6b6062d3-69e8-4ba4-8070-44cbea4794a3\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-115.16035%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-bd2bf873-f4ba-4a3e-b742-8b1bd3e9c53c\">\n<h2 id=\"collaboration\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.6545758928571421% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.453074em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Collaboration<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:67.31392%;width:84.2233%;height:14.40129%;opacity:1\">\n<div id=\"anim-03b9e88f-4165-449e-8eec-625917b2d8d7\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-885dbb39-ef30-4913-9e5b-bc98b6f6c233\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-113.83286%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5763688760806917% 0.5763688760806917% 0.5763688760806917% 0.5763688760806917% \/ 2.247191011235955% 2.247191011235955% 2.247191011235955% 2.247191011235955%\" id=\"el-70309306-8d9d-47e1-8a29-f75686a137aa\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.20713256484149856% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Foster collaboration between experts, stakeholders, and communities to collectively address AI&#8217;s ethical challenges.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:92.39482%;width:100%;height:4.36893%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 7.4074074074074066% 7.4074074074074066% 7.4074074074074066% 7.4074074074074066%\" id=\"el-e34510cc-75b6-4983-911d-dacfc380707f\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.1067961165048545% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.323625em;line-height:0.9;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Interested in pursuing a career in Data Science?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:51.94175%;width:80.58252%;height:7.76699%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6024096385542169% 0.6024096385542169% 0.6024096385542169% 0.6024096385542169% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%;background-clip:content-box;background-color:#000\" id=\"el-8b2d3387-230e-4c42-b036-6a3d274fc834\">\n<h1 id=\"principle-9\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-1.1445783132530112% 0;font-family:&quot;Bungee&quot;,cursive;font-size:0.647249em;line-height:1.19;text-align:center;padding:1.2048192771084338% 2.4096385542168677%;color:#000000\"><span><span style=\"color: #ba2d2d\">Principle 9<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/s3.ap-south-1.amazonaws.com\/myinterviewtrainer-domestic\/public_assets\/assets\/000\/000\/806\/original\/IB_InterviewQuestions_4.jpg?1628663241\"><a href=\"https:\/\/www.interviewbit.com\/blog\/best-data-science-courses\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=ethical-considerations-in-data-science-10-principles-for-responsible-ai\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"7d2c38ba-e311-4403-bb4d-d0b41da41fda\" auto-advance-after=\"7s\"><amp-story-animation 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style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-ee1df938-c31f-41be-9c11-8e4a5a81460b\">\n<h2 id=\"continuous-learning\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.6545758928571421% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.453074em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Continuous Learning<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:92.39482%;width:100%;height:4.36893%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 7.4074074074074066% 7.4074074074074066% 7.4074074074074066% 7.4074074074074066%\" id=\"el-0679eea9-8025-43c9-89ab-c9935f226336\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.1067961165048545% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.323625em;line-height:0.9;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Interested in pursuing a career in Data Science?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:67.31392%;width:84.2233%;height:14.40129%;opacity:1\">\n<div id=\"anim-860c1301-af60-47f0-84aa-eb3bfd5b5583\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-264c6ca2-0bf5-480c-9257-3b8a0f35edb5\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-113.83286%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5763688760806917% 0.5763688760806917% 0.5763688760806917% 0.5763688760806917% \/ 2.247191011235955% 2.247191011235955% 2.247191011235955% 2.247191011235955%\" id=\"el-0e924843-533b-4ec9-86e3-95f40430c750\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.20713256484149856% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Commit to ongoing education and adaptation, staying informed about emerging ethical considerations in AI research and development.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:51.94175%;width:80.58252%;height:7.76699%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6024096385542169% 0.6024096385542169% 0.6024096385542169% 0.6024096385542169% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%;background-clip:content-box;background-color:#000\" id=\"el-087109c1-e634-4113-b6ab-1cea50be6a53\">\n<h1 id=\"principle-10\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-1.1445783132530112% 0;font-family:&quot;Bungee&quot;,cursive;font-size:0.647249em;line-height:1.19;text-align:center;padding:1.2048192771084338% 2.4096385542168677%;color:#000000\"><span><span style=\"color: #ba2d2d\">Principle 10<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" 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style=\"position:absolute;pointer-events:none;left:0;top:-6.95793%;width:42.96117%;height:9.54693%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-e95b860a-8ff3-43f8-af70-34026e151e66\">\n<div style=\"position:absolute;width:100.28252%;height:100%;left:-0.14126%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 19vh, 43vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:2.6699%;top:44.66019%;width:93.93204%;height:32.52427%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.516795865633075% 0.516795865633075% 0.516795865633075% 0.516795865633075% \/ 0.9950248756218906% 0.9950248756218906% 0.9950248756218906% 0.9950248756218906%\" id=\"el-eba229e3-1792-4609-8c73-ca078e760490\">\n<h3 id=\"data-science-could-be-the-perfect-career-for-you-data-science-offers-incredible-opportunities-for-growth-impact-and-job-satisfaction-consider-data-science-as-your-next-career-move-master-data-scie\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.07630813953488363% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.339806em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Data Science Could Be the Perfect Career for You Data Science offers incredible opportunities for growth, impact, and job satisfaction. Consider data science as your next career move.<\/span><\/p>\n<p><span style=\"font-weight: 700; color: #c73534\">Master Data Science with the free expert-led courses. Hurry Up!<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:2.42718%;top:24.59547%;width:92.47573%;height:20.22654%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5249343832020997% 0.5249343832020997% 0.5249343832020997% 0.5249343832020997% \/ 1.6% 1.6% 1.6% 1.6%\" id=\"el-3257c71b-698d-4e86-a5d2-95cd595cd066\">\n<h1 id=\"so-whats-the-catch\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:3.3160832923228347% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.809061em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #c73534\">So,&nbsp;<\/span><br \/>\n<span style=\"color: #c73534\">What\u2019s the catch?<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" 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style=\"position:absolute;pointer-events:none;left:0;top:-6.95793%;width:42.96117%;height:9.54693%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-49a8e01d-504f-4eff-a4d1-84ad55fe030e\">\n<div style=\"position:absolute;width:100.28252%;height:100%;left:-0.14126%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 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0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-d60dc45e-4473-4df0-aa90-aaa963672472\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.0779220779220777% 0;font-family:&quot;Poppins&quot;,sans-serif;font-size:0.647249em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Scaler&nbsp;<\/span><br \/>\n<span style=\"font-weight: 700; color: #fff\">Data Science &amp; Machine Learning Program!<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:1.69903%;top:2.589%;width:19.66019%;height:45.79288%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-311792a3-d722-4f38-95e1-9f70dbca8474\">\n<h1 id=\"\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:49.876543209876516% 0;font-family:&quot;Poppins&quot;,sans-serif;font-size:3.268608em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #c73534\">\u201c<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:2.42718%;top:56.14887%;width:90.7767%;height:20.22654%;opacity:1\">\n<div id=\"anim-f8386e31-261e-43d4-9058-8cfa2fe0f351\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-f9b34d4e-bffe-499c-99ea-e479d766d181\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 262.57773%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.53475935828877% 0.53475935828877% 0.53475935828877% 0.53475935828877% \/ 1.6% 1.6% 1.6% 1.6%\" id=\"el-1a4abe1b-f972-4944-9775-f9492b6ecc93\">\n<h3 id=\"ready-to-level-up-your-data-science-skills-join-scaler-to-become-a-master-of-data-science-and-machine-learning-book-a-free-live-class-now\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.07896056149732611% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.339806em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Ready to level up your data science skills? Join Scaler to become a master of data science and machine learning.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 700; color: #c73534\">Book a FREE LIVE CLASS now.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/assets-v2.scaler.com\/assets\/scaler\/webp\/scaler-dsml-meta-image-4fe104ec3c2fea4f8d3038c7fe4d76f21c182d0b88cc3f1881421b3f502542e6.webp.gz\"><a href=\"https:\/\/www.scaler.com\/data-science-course\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=ethical-considerations-in-data-science-10-principles-for-responsible-ai_data-science-course\" rel=\"\">SWIPE UP<\/a><\/amp-story-page-outlink><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"The purpose of this web story is to provide you a quick overview of ethical Considerations in Data Science. 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