{"id":8380,"date":"2024-05-29T12:33:17","date_gmt":"2024-05-29T12:33:17","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=8380"},"modified":"2024-05-29T12:33:19","modified_gmt":"2024-05-29T12:33:19","slug":"best-statistics-books-for-data-science","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/best-statistics-books-for-data-science\/","title":{"rendered":"best statistics books for 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 href=\"https:\/\/fonts.googleapis.com\/css2?display=swap&amp;family=Roboto%3Awght%40400%3B700\" rel=\"stylesheet\"\/><link 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2.1052631578947367% 2.1052631578947367% 2.1052631578947367% 2.1052631578947367%\" id=\"el-c7f6e5bd-f8ed-4fee-91a7-b2be2d7c1bca\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.140625% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #6d9fff\">Introduction to Statistical Learning by Gareth James et al.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.32039%;top:77.34628%;width:72.08738%;height:14.07767%;opacity:1\">\n<div id=\"anim-2f41397a-c0d9-4d52-b479-085cb3b74f14\" 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-f59cd416-6704-4827-9798-e096a4648293\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 226.69220%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6734006734006733% 0.6734006734006733% 0.6734006734006733% 0.6734006734006733% \/ 2.2988505747126435% 2.2988505747126435% 2.2988505747126435% 2.2988505747126435%\" id=\"el-47c8362a-c071-47ce-b785-1161930d610e\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.08522727272727236% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.291262em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #e0aaff\">Covers core concepts like regression, classification, and model selection, all with a focus on practical applications..<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:42.23301%;top:95.46926%;width:15.53398%;height:0.48544%;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:92.1875% 92.1875% 92.1875% 92.1875% \/ 1966.6666666666667% 1966.6666666666667% 1966.6666666666667% 1966.6666666666667%\" class=\"mask\" id=\"el-539f65e3-2571-438c-be90-602d1c2fa697\">\n<div class=\"fill\" style=\"background-color:#fff;will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"65d83296-a1de-4391-9109-3a51e0f56ca2\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-a1b1e3a0-0604-45f8-9732-f64f295c21d7 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate3d(-31.299866907804912%, 0, 0)\",\"translate3d(0%, 0, 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1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-02110f3e-5904-404d-bea8-5ddabafb31ec\",\"keyframes\":{\"transform\":[\"translate3d(0px, 208.95070%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"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:#737373\">\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 id=\"anim-a1b1e3a0-0604-45f8-9732-f64f295c21d7\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\">\n<div 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disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/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:16.74757%;top:63.43042%;width:65.29126%;height:22.65372%;opacity:1\">\n<div id=\"anim-566bd8c3-e446-4cfc-9bc5-8ac5563d47a3\" 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-95c86515-1cb1-4849-89a7-2b9b59190b14\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 202.30161%, 0)\">\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-473f4a2b-0354-40af-bd0d-99aa4652f5a2\">\n<div class=\"fill\" style=\"background-color:rgba(0,0,0,0.6);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.68932%;top:9.06149%;width:63.34951%;height:17.1521%;opacity:1\">\n<div id=\"anim-70f4ae5d-6826-48f9-8251-2c8834e77a72\" 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-f722a3db-3c8a-47f8-8273-9c83976dbd66\">\n<div class=\"fill\" style=\"background-color:rgba(0,0,0,0.48);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.4466%;top:10.84142%;width:63.34951%;height:15.37217%;opacity:1\">\n<div id=\"anim-909fa43b-6338-4d12-ba95-20f10416c540\" 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-cb8485f5-3759-4d8c-b731-8afd1bf02e8c\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -230.7602%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7662835249042145% 0.7662835249042145% 0.7662835249042145% 0.7662835249042145% \/ 2.1052631578947367% 2.1052631578947367% 2.1052631578947367% 2.1052631578947367%\" id=\"el-b9290356-4dec-435d-89c7-bc7c2455c17e\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.0694444444444439% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #e0aaff\">Naked Statistics: Stripping the Dread from the Data by Charles Wheelan<\/span><\/p>\n<p><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.99029%;top:64.23948%;width:64.07767%;height:22.00647%;opacity:1\">\n<div id=\"anim-9962e567-0c4b-40ca-b5c8-56a1dcd0b33f\" 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-721044c0-94c7-423f-88f6-e1e06c8b1c24\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 204.57520%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7575757575757576% 0.7575757575757576% 0.7575757575757576% 0.7575757575757576% \/ 1.4705882352941175% 1.4705882352941175% 1.4705882352941175% 1.4705882352941175%\" id=\"el-05eee2a0-29e6-47fd-86af-dd0351d9310e\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10120738636363649% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #e0aaff\">This<\/span><span style=\"font-weight: 700; color: #e0aaff\"> <\/span><span style=\"color: #e0aaff\">book makes statistics approachable and fun. Teaches you to think critically about data and avoid common misinterpretations.<\/span><\/p>\n<p><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;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-6306c5dd-19de-4924-b2b0-728eb0874887\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png\" alt=\"pickl-transorg-LOGO\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png 406w\" sizes=\"(min-width: 1024px) 13vh, 28vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:60.67961%;top:96.60194%;width:27.6699%;height:3.55987%;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:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-37f27e7b-6ae9-422b-83ae-572a9c5cc7d1\">\n<div class=\"fill\" style=\"background-image:linear-gradient(0turn, rgba(249,25,25,0.77) 0%, rgba(249,110,110,0.77) 100%);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:62.98544%;top:97.08738%;width:23.05825%;height:5.82524%;opacity:1\">\n<div id=\"anim-a5b86fe9-9a33-4d51-8fb6-129baf1f5bba\" 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-02110f3e-5904-404d-bea8-5ddabafb31ec\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 208.95070%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.1052631578947367% 2.1052631578947367% 2.1052631578947367% 2.1052631578947367% \/ 5.555555555555555% 5.555555555555555% 5.555555555555555% 5.555555555555555%\" id=\"el-5a48a3ea-ced1-42ad-913c-e0803413f8cb\"><a href=\"https:\/\/pickl.ai\/blog\/10-best-statistics-books-for-data-science\/\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.2220394736842105% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.242718em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"55432529-11d6-469e-bbee-df35dca13c35\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-b431b80d-33a6-4f30-918b-0b780db5302a [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate3d(-31.249999886225726%, 0, 0)\",\"translate3d(0%, 0, 0)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script 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id=\"anim-d0e3a9e6-9fec-4433-922d-d4d53f398e25\" 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-fe3bf58a-1f2c-40e6-98ac-808319a89435\">\n<div class=\"fill\" style=\"background-color:rgba(0,0,0,0.48);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.20388%;top:10.35599%;width:63.34951%;height:15.37217%;opacity:1\">\n<div id=\"anim-d0c95c44-a0e1-4e35-92a8-afb6b36e152c\" 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-e37d51a7-d156-41d0-921b-e626b6f97a4b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -227.60235%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7662835249042145% 0.7662835249042145% 0.7662835249042145% 0.7662835249042145% \/ 2.1052631578947367% 2.1052631578947367% 2.1052631578947367% 2.1052631578947367%\" id=\"el-7ada2993-8a89-4934-ba51-c2c2ca6ae777\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.0694444444444439% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ffffb7\">Think Stats: Probability and Statistics for Programmers by Allen B. Downey<\/span><\/p>\n<p><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.38835%;top:64.23948%;width:59.70874%;height:22.00647%;opacity:1\">\n<div id=\"anim-9b80593e-b7fa-41b8-8e93-61ac4e2c2dc1\" 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-6a8f71a1-08ba-4b27-bab4-63bc8a148cef\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 204.57520%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8130081300813009% 0.8130081300813009% 0.8130081300813009% 0.8130081300813009% \/ 1.4705882352941175% 1.4705882352941175% 1.4705882352941175% 1.4705882352941175%\" id=\"el-76d8813f-9023-42a9-a58a-1c328ee226d1\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10861280487804892% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #ff99ac\">Ideal for those with some programming experience. Teaches statistical concepts through real-world Python examples.<\/span><\/p>\n<p><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;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-8b488f8b-92a2-432f-8664-2d2ae1591f37\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png\" alt=\"pickl-transorg-LOGO\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png 406w\" sizes=\"(min-width: 1024px) 13vh, 28vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div 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0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.242718em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"bb632e5d-5088-49ce-af33-5b6240f01f27\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-dae00580-cc18-4840-82a0-57dfed06961b [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate3d(-31.230801933890806%, 0, 0)\",\"translate3d(0%, 0, 0)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script 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src=\"https:\/\/images.unsplash.com\/photo-1524995997946-a1c2e315a42f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxib29rc3xlbnwwfHx8fDE3MTY5NjY3NjZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4395&amp;h=2933&amp;fit=max\" alt=\"books on brown wooden shelf\" srcSet=\"https:\/\/images.unsplash.com\/photo-1524995997946-a1c2e315a42f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxib29rc3xlbnwwfHx8fDE3MTY5NjY3NjZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4395&amp;h=2933&amp;fit=max 4395w,https:\/\/images.unsplash.com\/photo-1524995997946-a1c2e315a42f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxib29rc3xlbnwwfHx8fDE3MTY5NjY3NjZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3516&amp;h=2346&amp;fit=max 3516w,https:\/\/images.unsplash.com\/photo-1524995997946-a1c2e315a42f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxib29rc3xlbnwwfHx8fDE3MTY5NjY3NjZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2637&amp;h=1760&amp;fit=max 2637w,https:\/\/images.unsplash.com\/photo-1524995997946-a1c2e315a42f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxib29rc3xlbnwwfHx8fDE3MTY5NjY3NjZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1758&amp;h=1173&amp;fit=max 1758w,https:\/\/images.unsplash.com\/photo-1524995997946-a1c2e315a42f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxib29rc3xlbnwwfHx8fDE3MTY5NjY3NjZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=879&amp;h=587&amp;fit=max 879w,https:\/\/images.unsplash.com\/photo-1524995997946-a1c2e315a42f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxib29rc3xlbnwwfHx8fDE3MTY5NjY3NjZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 120vh, 267vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.3)\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.3)\"><\/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:12.37864%;top:59.2233%;width:69.17476%;height:22.65372%;opacity:1\">\n<div id=\"anim-d05b9993-8ffc-4211-8af9-9edbb5bd96c1\" 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-0e1aea93-0010-4ef9-8295-834180a6861a\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 220.87304%, 0)\">\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-95c247ba-4ea7-4d44-b80c-55dd7992e9bb\">\n<div class=\"fill\" style=\"background-color:rgba(0,0,0,0.6);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.20388%;top:8.57605%;width:63.34951%;height:17.1521%;opacity:1\">\n<div id=\"anim-21fb4ade-0f8d-4446-a417-7dd765915a1c\" 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-32502bd6-bcc5-4187-ae7b-9c2dec6758e4\">\n<div class=\"fill\" style=\"background-color:rgba(0,0,0,0.48);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.20388%;top:10.35599%;width:63.34951%;height:15.37217%;opacity:1\">\n<div id=\"anim-ba0240e1-53b3-42b7-b6ef-b659aefa39f7\" 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-a8288de4-22ea-42ff-adcb-59ece71082d0\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -227.60235%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7662835249042145% 0.7662835249042145% 0.7662835249042145% 0.7662835249042145% \/ 2.1052631578947367% 2.1052631578947367% 2.1052631578947367% 2.1052631578947367%\" id=\"el-515ca899-d2fc-42b5-a5af-b68f8d8bebe6\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.0694444444444439% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">The Elements of Statistical Learning by Trevor Hastie et al.<\/span><\/p>\n<p><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.37864%;top:61.32686%;width:64.07767%;height:18.28479%;opacity:1\">\n<div id=\"anim-657982d4-9b8d-4627-ad6e-8218c1083239\" 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-c59c25fc-36b6-4ee6-b375-9ab7a38d768a\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 262.14356%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7575757575757576% 0.7575757575757576% 0.7575757575757576% 0.7575757575757576% \/ 1.7699115044247788% 1.7699115044247788% 1.7699115044247788% 1.7699115044247788%\" id=\"el-18ce94a4-f2e9-416e-90f3-fab108e73bbd\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10120738636363649% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #ffffb7\">Explores complex topics like Machine Learning and statistical inference, making it a valuable resource for experienced data scientists.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;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-e2f4d5e9-f648-4d93-8b36-43ad99cb713f\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img 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style=\"position:absolute;pointer-events:none;left:62.98544%;top:97.08738%;width:23.05825%;height:5.82524%;opacity:1\">\n<div id=\"anim-51178a89-de3b-4bf8-abcf-9933921d6835\" 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-7985bffc-61a2-407a-bc9b-3e46de65e2c1\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 208.95070%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.1052631578947367% 2.1052631578947367% 2.1052631578947367% 2.1052631578947367% \/ 5.555555555555555% 5.555555555555555% 5.555555555555555% 5.555555555555555%\" id=\"el-c6e7b2d1-cf88-4665-87ea-00acc60ec096\"><a href=\"https:\/\/pickl.ai\/blog\/strategies-for-transitioning-your-career-from-data-analyst-to-data-scientist-2024\/\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.2220394736842105% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.242718em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"84048d0c-de87-4945-a078-a93240c509ff\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-deeea4c1-a879-4136-86ad-445f07506b03 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class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:15.04854%;top:57.9288%;width:66.74757%;height:31.22977%;opacity:1\">\n<div id=\"anim-1840533d-c2ed-443b-9dc2-98d0fdbbe89e\" 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-f0377566-063f-4f0b-9532-345cb6a52b6b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 164.36387%, 0)\">\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-ee08f69c-37d4-4db9-bc29-7cd2a054cffc\">\n<div class=\"fill\" style=\"background-color:rgba(0,0,0,0.6);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.68932%;top:8.25243%;width:63.34951%;height:17.1521%;opacity:1\">\n<div id=\"anim-fa7af27e-7f59-4d9e-abe3-0122bd53ac9a\" 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-d7ff813b-bac1-4308-891e-032b4f6f76fd\">\n<div class=\"fill\" style=\"background-color:rgba(0,0,0,0.48);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:23.05825%;top:11.16505%;width:55.82524%;height:11.48867%;opacity:1\">\n<div id=\"anim-12c77b62-c4b7-425a-9c93-09acf7d61323\" 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-b906e09c-f433-4687-835e-08fe9fe49a65\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -277.77785%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8695652173913043% 0.8695652173913043% 0.8695652173913043% 0.8695652173913043% \/ 2.8169014084507045% 2.8169014084507045% 2.8169014084507045% 2.8169014084507045%\" id=\"el-8e953563-3c13-47ce-b4b4-a0c2c2aec075\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.07880434782608634% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #e0aaff\">Practical Statistics for Data Scientists by Peter Bruce et al.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.68932%;top:60.35599%;width:60.19417%;height:25.72816%;opacity:1\">\n<div id=\"anim-34c6a92c-bf4f-4a89-b424-6c60b4633a8b\" 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-4876c46c-1409-416d-b16f-9a235a5ec1b0\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 190.07683%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8064516129032258% 0.8064516129032258% 0.8064516129032258% 0.8064516129032258% \/ 1.257861635220126% 1.257861635220126% 1.257861635220126% 1.257861635220126%\" id=\"el-e858c516-3e7c-4e01-a532-92db0a00e298\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10773689516129045% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Bridges the gap between statistics and data science applications. Focuses on using R and Python to implement key statistical techniques commonly used in data analysis.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;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-2c3049f5-fa33-4cb7-8faa-97a777779c92\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png\" alt=\"pickl-transorg-LOGO\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png 406w\" sizes=\"(min-width: 1024px) 13vh, 28vw\" 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class=\"fill\" style=\"background-color:rgba(0,0,0,0.6);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.68932%;top:6.47249%;width:63.34951%;height:23.94822%;opacity:1\">\n<div id=\"anim-7263f003-731b-4153-a5be-22a8002b8f2f\" 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-906e7d6d-7eb0-429d-aab1-0fc0d75f10e0\">\n<div class=\"fill\" style=\"background-color:rgba(0,0,0,0.48);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:21.84466%;top:8.25243%;width:55.82524%;height:19.09385%;opacity:1\">\n<div id=\"anim-2b1ae17c-5db2-4211-aaf8-5618f295d8ef\" 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-304988f6-6942-4744-8a64-64066081d789\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -191.71377%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8695652173913043% 0.8695652173913043% 0.8695652173913043% 0.8695652173913043% \/ 1.694915254237288% 1.694915254237288% 1.694915254237288% 1.694915254237288%\" id=\"el-46072c19-6ae5-4ffb-a841-66dc4c374099\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.07880434782608634% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Statistics for Data Science: An Introduction to Probability, Statistics, and Data Analysis by James Miller<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.93204%;top:64.40129%;width:62.86408%;height:14.72492%;opacity:1\">\n<div id=\"anim-7892ddc6-69b1-4036-aac1-4852ab5717b1\" 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-861fc44b-3e99-4efc-a2f8-a236ae65af42\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 304.63982%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7722007722007722% 0.7722007722007722% 0.7722007722007722% 0.7722007722007722% \/ 2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198%\" id=\"el-1dd86b0b-80f1-407a-91fb-6ecb77878890\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10316119691119706% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">It Provides a strong foundation for further learning and practical application.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;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-9bf051c9-f2c4-4294-9907-77b32ba4e8cd\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png\" alt=\"pickl-transorg-LOGO\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png 406w\" sizes=\"(min-width: 1024px) 13vh, 28vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Master top statistical tools and its applications with the best stats books for Data Science. \n","protected":false},"author":9,"featured_media":8407,"template":"","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"web_stories_publisher_logo":935,"web_stories_poster":[],"web_stories_products":[],"footnotes":""},"web_story_category":[],"web_story_tag":[],"class_list":["post-8380","web-story","type-web-story","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>best statistics books for data science - Pickl.AI<\/title>\n<meta name=\"description\" content=\"Master top statistical tools and its applications with the best stats books for Data Science.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link 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