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Publishing Site numpy.org at b5c311c59e2e032e44ac35edfdcf80d16cf39caf on Fri Jul 29 20:25:52 UTC 2022
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‎case-studies/blackhole-image/index.html

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<!doctype html><html lang=en-us><head><script type=application/javascript>var doNotTrack=!1;doNotTrack||(window.ga=window.ga||function(){(ga.q=ga.q||[]).push(arguments)},ga.l=+new Date,ga("create","UA-162151853-1","auto"),ga("send","pageview"))</script><script async src=https://www.google-analytics.com/analytics.js></script><meta name=description content="Why NumPy? Powerful n-dimensional arrays. Numerical computing tools. Interoperable. Performant. Open source."><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><meta http-equiv=x-ua-compatible content="ie=edge"><title>NumPy</title><link rel=icon href=/images/favicon.ico><link rel=stylesheet href="https://fonts.googleapis.com/css?family=Lato:400,900"><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/[email protected]/css/bulma.min.css><link rel=stylesheet type=text/css href=/theme-css/fresh/core.min.3997f86943b5337a6aab5eac5003a41b9a03e1159a7e779d8e99f5c1353ad503.css integrity="sha256-OZf4aUO1M3pqq16sUAOkG5oD4RWafnedjpn1wTU61QM="><link rel=stylesheet href=/css/theme-css/code-highlight.css.min.60358f6aca833402d029f1625f9d78ac9331cb988429c4541f68207cfe3894ed.css integrity="sha256-YDWPasqDNALQKfFiX514rJMxy5iEKcRUH2ggfP44lO0="><link rel=stylesheet href=/css/theme-css/content.css.min.9cd6eb8cf77772925445b567376a88573a3e3760d10b6548bbb0d9d8fadee9f2.css integrity="sha256-nNbrjPd3cpJURbVnN2qIVzo+N2DRC2VIu7DZ2Pre6fI="><link rel=stylesheet href=/css/theme-css/keyfeatures.css.min.f1cec535025edc9c051477db79f3425c8f1a819ca95ddfe7c1aa7d00e67657bb.css integrity="sha256-8c7FNQJe3JwFFHfbefNCXI8agZypXd/nwap9AOZ2V7s="><link rel=stylesheet href=/css/theme-css/news.css.min.4bffc1f3e8e1dfedfa26d21423b0f206b10be408002e80d7628649afd6bb6a9d.css integrity="sha256-S//B8+jh3+36JtIUI7DyBrEL5AgALoDXYoZJr9a7ap0="><link rel=stylesheet href=/css/theme-css/notices.css.min.a1ba05c782ca3a59361d6e284f0c2e1ff14e5a17a87057974212c60aa30fed2c.css integrity="sha256-oboFx4LKOlk2HW4oTwwuH/FOWheocFeXQhLGCqMP7Sw="><link rel=stylesheet href=/css/theme-css/panel.css.min.d42639c23c159bedb13ee97ac0c12439a6ff5bf2e557fc976b54856abe4a616b.css integrity="sha256-1CY5wjwVm+2xPul6wMEkOab/W/LlV/yXa1SFar5KYWs="><link rel=stylesheet href=/css/theme-css/posts.css.min.6d27826ef3e7467b2bc97db6a0068283b47dddb32f6bf29504911aea6c237dd7.css integrity="sha256-bSeCbvPnRnsryX22oAaCg7R93bMva/KVBJEa6mwjfdc="><link rel=stylesheet href=/css/theme-css/shortcuts.css.min.be3212556604caeb9849fba8c3971af183b6cf8dbaa121509d756f51049b5b0c.css integrity="sha256-vjISVWYEyuuYSfuow5ca8YO2z426oSFQnXVvUQSbWww="><link rel=stylesheet href=/css/theme-css/styles.css.min.f2547d534742323363c1716409b361bc024aa7fb1d6c1887d3e08dcdcf65c08b.css integrity="sha256-8lR9U0dCMjNjwXFkCbNhvAJKp/sdbBiH0+CNzc9lwIs="><link rel=stylesheet href=/css/theme-css/tables.css.min.fb97ebea26ca35733dddd7051622133c047b532bf1aa066155c69a118d445803.css integrity="sha256-+5fr6ibKNXM93dcFFiITPAR7UyvxqgZhVcaaEY1EWAM="><link rel=stylesheet href=/css/theme-css/teams.css.min.fcfb8db7476eab78560aefc0efcec4366740523e08279ec26c568590c69002fc.css integrity="sha256-/PuNt0duq3hWCu/A787ENmdAUj4IJ57CbFaFkMaQAvw="><link rel=stylesheet href=/css/theme-css/vars.css.min.c6b7e18ba6d6d7386c70db767cc62e0fb4d85efe064c8a18ae748c06d2c6556e.css integrity="sha256-xrfhi6bW1zhscNt2fMYuD7TYXv4GTIoYrnSMBtLGVW4="><link rel=stylesheet href=/css/theme-css/videos.css.min.a4b57fbdc20f9eef545905202e188c480604a56cb2e60febea38b297bf680c9c.css integrity="sha256-pLV/vcIPnu9UWQUgLhiMSAYEpWyy5g/r6jiyl79oDJw="><link rel=stylesheet href=/css/css/casestudies.css.min.62be4a9853ed7cc0e0aef0523c1c6f6b0e8c21b24459cf425310d03779f7c4bf.css integrity="sha256-Yr5KmFPtfMDgrvBSPBxvaw6MIbJEWc9CUxDQN3n3xL8="><link rel=stylesheet href=/css/css/mailchimp.css.min.81c28937ed202cb4f9a0783641e5f436902980a188f0a90a2fe9ec66cd0af677.css integrity="sha256-gcKJN+0gLLT5oHg2QeX0NpApgKGI8KkKL+nsZs0K9nc="><link rel=stylesheet href=/css/css/shell.css.min.5ee5a6b8d8faedbb5157b1bfb4d9be5b2482bbe4e40af84575a92ae6ab028842.css integrity="sha256-XuWmuNj67btRV7G/tNm+WySCu+TkCvhFdakq5qsCiEI="><link rel=stylesheet href=/css/css/tabs.css.min.96924996dbf5cd31d28ae036f0ba9ede7c429c46c71b331c68856fbfd928bb80.css integrity="sha256-lpJJltv1zTHSiuA28Lqe3nxCnEbHGzMcaIVvv9kou4A="><meta name=twitter:card content="summary_large_image"><meta name=twitter:image content="https://numpy.org/images/logo.svg"><meta name=twitter:title content="Case Study: First Image of a Black Hole"><meta name=twitter:description content="Black Hole M87 (Image Credits: Event Horizon Telescope Collaboration)
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Imaging the M87 Black Hole is like trying to see something that is by definition impossible to see.
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Katie Bouman, Assistant Professor, Computing & Mathematical Sciences, Caltech A telescope the size of the earth The Event Horizon telescope (EHT) is an array of eight ground-based radio telescopes forming a computational telescope the size of the earth, studing the universe with unprecedented sensitivity and resolution."></head><body><nav id=nav class="navbar is-fresh is-transparent no-shadow" role=navigation aria-label="main navigation"><div class="container is-max-widescreen"><div class=navbar-brand><a class=navbar-item href=/><img class=navbar-logo src=/images/logo.svg alt="NumPy logo"><div class=navbar-logo-text></div></a><a role=button class=navbar-burger aria-label=menu aria-expanded=false data-target=navbar-menu><span aria-hidden=true></span>
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Imaging the M87 Black Hole is like trying to see something that is by definition impossible to see.
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Katie Bouman, Assistant Professor, Computing & Mathematical Sciences, Caltech A telescope the size of the earth The Event Horizon telescope (EHT) is an array of eight ground-based radio telescopes forming a computational telescope the size of the earth, studing the universe with unprecedented sensitivity and resolution."></head><body><nav id=nav class="navbar is-fresh is-transparent no-shadow" role=navigation aria-label="main navigation"><div class="container is-max-widescreen"><div class=navbar-brand><a class=navbar-item href=/><img class=navbar-logo src=/images/logo.svg alt="NumPy logo"><div class=navbar-logo-text></div></a><a role=button class=navbar-burger aria-label=menu aria-expanded=false data-target=navbar-menu><span aria-hidden=true></span>
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<span aria-hidden=true></span></a></div><div id=navbar-menu class="navbar-menu is-static"><div class=navbar-end><a href=/install class="navbar-item is-secondary">Install</a>
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<a href=https://numpy.org/doc/stable class="navbar-item is-secondary">Documentation</a>

‎case-studies/cricket-analytics/index.html

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<!doctype html><html lang=en-us><head><script type=application/javascript>var doNotTrack=!1;doNotTrack||(window.ga=window.ga||function(){(ga.q=ga.q||[]).push(arguments)},ga.l=+new Date,ga("create","UA-162151853-1","auto"),ga("send","pageview"))</script><script async src=https://www.google-analytics.com/analytics.js></script><meta name=description content="Why NumPy? Powerful n-dimensional arrays. Numerical computing tools. Interoperable. Performant. Open source."><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><meta http-equiv=x-ua-compatible content="ie=edge"><title>NumPy</title><link rel=icon href=/images/favicon.ico><link rel=stylesheet href="https://fonts.googleapis.com/css?family=Lato:400,900"><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/[email protected]/css/bulma.min.css><link rel=stylesheet type=text/css href=/theme-css/fresh/core.min.3997f86943b5337a6aab5eac5003a41b9a03e1159a7e779d8e99f5c1353ad503.css integrity="sha256-OZf4aUO1M3pqq16sUAOkG5oD4RWafnedjpn1wTU61QM="><link rel=stylesheet href=/css/theme-css/code-highlight.css.min.60358f6aca833402d029f1625f9d78ac9331cb988429c4541f68207cfe3894ed.css integrity="sha256-YDWPasqDNALQKfFiX514rJMxy5iEKcRUH2ggfP44lO0="><link rel=stylesheet href=/css/theme-css/content.css.min.9cd6eb8cf77772925445b567376a88573a3e3760d10b6548bbb0d9d8fadee9f2.css integrity="sha256-nNbrjPd3cpJURbVnN2qIVzo+N2DRC2VIu7DZ2Pre6fI="><link rel=stylesheet href=/css/theme-css/keyfeatures.css.min.f1cec535025edc9c051477db79f3425c8f1a819ca95ddfe7c1aa7d00e67657bb.css integrity="sha256-8c7FNQJe3JwFFHfbefNCXI8agZypXd/nwap9AOZ2V7s="><link rel=stylesheet href=/css/theme-css/news.css.min.4bffc1f3e8e1dfedfa26d21423b0f206b10be408002e80d7628649afd6bb6a9d.css integrity="sha256-S//B8+jh3+36JtIUI7DyBrEL5AgALoDXYoZJr9a7ap0="><link rel=stylesheet href=/css/theme-css/notices.css.min.a1ba05c782ca3a59361d6e284f0c2e1ff14e5a17a87057974212c60aa30fed2c.css integrity="sha256-oboFx4LKOlk2HW4oTwwuH/FOWheocFeXQhLGCqMP7Sw="><link rel=stylesheet href=/css/theme-css/panel.css.min.d42639c23c159bedb13ee97ac0c12439a6ff5bf2e557fc976b54856abe4a616b.css integrity="sha256-1CY5wjwVm+2xPul6wMEkOab/W/LlV/yXa1SFar5KYWs="><link rel=stylesheet href=/css/theme-css/posts.css.min.6d27826ef3e7467b2bc97db6a0068283b47dddb32f6bf29504911aea6c237dd7.css integrity="sha256-bSeCbvPnRnsryX22oAaCg7R93bMva/KVBJEa6mwjfdc="><link rel=stylesheet href=/css/theme-css/shortcuts.css.min.be3212556604caeb9849fba8c3971af183b6cf8dbaa121509d756f51049b5b0c.css integrity="sha256-vjISVWYEyuuYSfuow5ca8YO2z426oSFQnXVvUQSbWww="><link rel=stylesheet href=/css/theme-css/styles.css.min.f2547d534742323363c1716409b361bc024aa7fb1d6c1887d3e08dcdcf65c08b.css integrity="sha256-8lR9U0dCMjNjwXFkCbNhvAJKp/sdbBiH0+CNzc9lwIs="><link rel=stylesheet href=/css/theme-css/tables.css.min.fb97ebea26ca35733dddd7051622133c047b532bf1aa066155c69a118d445803.css integrity="sha256-+5fr6ibKNXM93dcFFiITPAR7UyvxqgZhVcaaEY1EWAM="><link rel=stylesheet href=/css/theme-css/teams.css.min.fcfb8db7476eab78560aefc0efcec4366740523e08279ec26c568590c69002fc.css integrity="sha256-/PuNt0duq3hWCu/A787ENmdAUj4IJ57CbFaFkMaQAvw="><link rel=stylesheet href=/css/theme-css/vars.css.min.c6b7e18ba6d6d7386c70db767cc62e0fb4d85efe064c8a18ae748c06d2c6556e.css integrity="sha256-xrfhi6bW1zhscNt2fMYuD7TYXv4GTIoYrnSMBtLGVW4="><link rel=stylesheet href=/css/theme-css/videos.css.min.a4b57fbdc20f9eef545905202e188c480604a56cb2e60febea38b297bf680c9c.css integrity="sha256-pLV/vcIPnu9UWQUgLhiMSAYEpWyy5g/r6jiyl79oDJw="><link rel=stylesheet href=/css/css/casestudies.css.min.62be4a9853ed7cc0e0aef0523c1c6f6b0e8c21b24459cf425310d03779f7c4bf.css integrity="sha256-Yr5KmFPtfMDgrvBSPBxvaw6MIbJEWc9CUxDQN3n3xL8="><link rel=stylesheet href=/css/css/mailchimp.css.min.81c28937ed202cb4f9a0783641e5f436902980a188f0a90a2fe9ec66cd0af677.css integrity="sha256-gcKJN+0gLLT5oHg2QeX0NpApgKGI8KkKL+nsZs0K9nc="><link rel=stylesheet href=/css/css/shell.css.min.5ee5a6b8d8faedbb5157b1bfb4d9be5b2482bbe4e40af84575a92ae6ab028842.css integrity="sha256-XuWmuNj67btRV7G/tNm+WySCu+TkCvhFdakq5qsCiEI="><link rel=stylesheet href=/css/css/tabs.css.min.96924996dbf5cd31d28ae036f0ba9ede7c429c46c71b331c68856fbfd928bb80.css integrity="sha256-lpJJltv1zTHSiuA28Lqe3nxCnEbHGzMcaIVvv9kou4A="><meta name=twitter:card content="summary_large_image"><meta name=twitter:image content="https://numpy.org/images/logo.svg"><meta name=twitter:title content="Case Study: Cricket Analytics, the game changer!"><meta name=twitter:description content="IPLT20, the biggest Cricket Festival in India (Image credits: IPLT20 (cup and logo) & Akash Yadav (stadium))
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You don't play for the crowd, you play for the country.
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—M S Dhoni, International Cricket Player, ex-captain, Indian Team, plays for Chennai Super Kings in IPL About Cricket It would be an understatement to state that Indians love cricket. The game is played in just about every nook and cranny of India, rural or urban, popular with the young and the old alike, connecting billions in India unlike any other sport."></head><body><nav id=nav class="navbar is-fresh is-transparent no-shadow" role=navigation aria-label="main navigation"><div class="container is-max-widescreen"><div class=navbar-brand><a class=navbar-item href=/><img class=navbar-logo src=/images/logo.svg alt="NumPy logo"><div class=navbar-logo-text></div></a><a role=button class=navbar-burger aria-label=menu aria-expanded=false data-target=navbar-menu><span aria-hidden=true></span>
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You don't play for the crowd, you play for the country.
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—M S Dhoni, International Cricket Player, ex-captain, Indian Team, plays for Chennai Super Kings in IPL About Cricket It would be an understatement to state that Indians love cricket. The game is played in just about every nook and cranny of India, rural or urban, popular with the young and the old alike, connecting billions in India unlike any other sport."></head><body><nav id=nav class="navbar is-fresh is-transparent no-shadow" role=navigation aria-label="main navigation"><div class="container is-max-widescreen"><div class=navbar-brand><a class=navbar-item href=/><img class=navbar-logo src=/images/logo.svg alt="NumPy logo"><div class=navbar-logo-text></div></a><a role=button class=navbar-burger aria-label=menu aria-expanded=false data-target=navbar-menu><span aria-hidden=true></span>
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<span aria-hidden=true></span></a></div><div id=navbar-menu class="navbar-menu is-static"><div class=navbar-end><a href=/install class="navbar-item is-secondary">Install</a>
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<a href=https://numpy.org/doc/stable class="navbar-item is-secondary">Documentation</a>

‎case-studies/deeplabcut-dnn/index.html

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<!doctype html><html lang=en-us><head><script type=application/javascript>var doNotTrack=!1;doNotTrack||(window.ga=window.ga||function(){(ga.q=ga.q||[]).push(arguments)},ga.l=+new Date,ga("create","UA-162151853-1","auto"),ga("send","pageview"))</script><script async src=https://www.google-analytics.com/analytics.js></script><meta name=description content="Why NumPy? Powerful n-dimensional arrays. Numerical computing tools. Interoperable. Performant. Open source."><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><meta http-equiv=x-ua-compatible content="ie=edge"><title>NumPy</title><link rel=icon href=/images/favicon.ico><link rel=stylesheet href="https://fonts.googleapis.com/css?family=Lato:400,900"><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/[email protected]/css/bulma.min.css><link rel=stylesheet type=text/css href=/theme-css/fresh/core.min.3997f86943b5337a6aab5eac5003a41b9a03e1159a7e779d8e99f5c1353ad503.css integrity="sha256-OZf4aUO1M3pqq16sUAOkG5oD4RWafnedjpn1wTU61QM="><link rel=stylesheet href=/css/theme-css/code-highlight.css.min.60358f6aca833402d029f1625f9d78ac9331cb988429c4541f68207cfe3894ed.css integrity="sha256-YDWPasqDNALQKfFiX514rJMxy5iEKcRUH2ggfP44lO0="><link rel=stylesheet href=/css/theme-css/content.css.min.9cd6eb8cf77772925445b567376a88573a3e3760d10b6548bbb0d9d8fadee9f2.css integrity="sha256-nNbrjPd3cpJURbVnN2qIVzo+N2DRC2VIu7DZ2Pre6fI="><link rel=stylesheet href=/css/theme-css/keyfeatures.css.min.f1cec535025edc9c051477db79f3425c8f1a819ca95ddfe7c1aa7d00e67657bb.css integrity="sha256-8c7FNQJe3JwFFHfbefNCXI8agZypXd/nwap9AOZ2V7s="><link rel=stylesheet href=/css/theme-css/news.css.min.4bffc1f3e8e1dfedfa26d21423b0f206b10be408002e80d7628649afd6bb6a9d.css integrity="sha256-S//B8+jh3+36JtIUI7DyBrEL5AgALoDXYoZJr9a7ap0="><link rel=stylesheet href=/css/theme-css/notices.css.min.a1ba05c782ca3a59361d6e284f0c2e1ff14e5a17a87057974212c60aa30fed2c.css integrity="sha256-oboFx4LKOlk2HW4oTwwuH/FOWheocFeXQhLGCqMP7Sw="><link rel=stylesheet href=/css/theme-css/panel.css.min.d42639c23c159bedb13ee97ac0c12439a6ff5bf2e557fc976b54856abe4a616b.css integrity="sha256-1CY5wjwVm+2xPul6wMEkOab/W/LlV/yXa1SFar5KYWs="><link rel=stylesheet href=/css/theme-css/posts.css.min.6d27826ef3e7467b2bc97db6a0068283b47dddb32f6bf29504911aea6c237dd7.css integrity="sha256-bSeCbvPnRnsryX22oAaCg7R93bMva/KVBJEa6mwjfdc="><link rel=stylesheet href=/css/theme-css/shortcuts.css.min.be3212556604caeb9849fba8c3971af183b6cf8dbaa121509d756f51049b5b0c.css integrity="sha256-vjISVWYEyuuYSfuow5ca8YO2z426oSFQnXVvUQSbWww="><link rel=stylesheet href=/css/theme-css/styles.css.min.f2547d534742323363c1716409b361bc024aa7fb1d6c1887d3e08dcdcf65c08b.css integrity="sha256-8lR9U0dCMjNjwXFkCbNhvAJKp/sdbBiH0+CNzc9lwIs="><link rel=stylesheet href=/css/theme-css/tables.css.min.fb97ebea26ca35733dddd7051622133c047b532bf1aa066155c69a118d445803.css integrity="sha256-+5fr6ibKNXM93dcFFiITPAR7UyvxqgZhVcaaEY1EWAM="><link rel=stylesheet href=/css/theme-css/teams.css.min.fcfb8db7476eab78560aefc0efcec4366740523e08279ec26c568590c69002fc.css integrity="sha256-/PuNt0duq3hWCu/A787ENmdAUj4IJ57CbFaFkMaQAvw="><link rel=stylesheet href=/css/theme-css/vars.css.min.c6b7e18ba6d6d7386c70db767cc62e0fb4d85efe064c8a18ae748c06d2c6556e.css integrity="sha256-xrfhi6bW1zhscNt2fMYuD7TYXv4GTIoYrnSMBtLGVW4="><link rel=stylesheet href=/css/theme-css/videos.css.min.a4b57fbdc20f9eef545905202e188c480604a56cb2e60febea38b297bf680c9c.css integrity="sha256-pLV/vcIPnu9UWQUgLhiMSAYEpWyy5g/r6jiyl79oDJw="><link rel=stylesheet href=/css/css/casestudies.css.min.62be4a9853ed7cc0e0aef0523c1c6f6b0e8c21b24459cf425310d03779f7c4bf.css integrity="sha256-Yr5KmFPtfMDgrvBSPBxvaw6MIbJEWc9CUxDQN3n3xL8="><link rel=stylesheet href=/css/css/mailchimp.css.min.81c28937ed202cb4f9a0783641e5f436902980a188f0a90a2fe9ec66cd0af677.css integrity="sha256-gcKJN+0gLLT5oHg2QeX0NpApgKGI8KkKL+nsZs0K9nc="><link rel=stylesheet href=/css/css/shell.css.min.5ee5a6b8d8faedbb5157b1bfb4d9be5b2482bbe4e40af84575a92ae6ab028842.css integrity="sha256-XuWmuNj67btRV7G/tNm+WySCu+TkCvhFdakq5qsCiEI="><link rel=stylesheet href=/css/css/tabs.css.min.96924996dbf5cd31d28ae036f0ba9ede7c429c46c71b331c68856fbfd928bb80.css integrity="sha256-lpJJltv1zTHSiuA28Lqe3nxCnEbHGzMcaIVvv9kou4A="><meta name=twitter:card content="summary_large_image"><meta name=twitter:image content="https://numpy.org/images/logo.svg"><meta name=twitter:title content="Case Study: DeepLabCut 3D Pose Estimation"><meta name=twitter:description content="Analyzing mice hand-movement using DeepLapCut (Source: www.deeplabcut.org )
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Open Source Software is accelerating Biomedicine. DeepLabCut enables automated video analysis of animal behavior using Deep Learning.
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—Alexander Mathis, Assistant Professor, École polytechnique fédérale de Lausanne (EPFL) About DeepLabCut DeepLabCut is an open source toolbox that empowers researchers at hundreds of institutions worldwide to track behaviour of laboratory animals, with very little training data, at human-level accuracy. With DeepLabCut technology, scientists can delve deeper into the scientific understanding of motor control and behavior across animal species and timescales."></head><body><nav id=nav class="navbar is-fresh is-transparent no-shadow" role=navigation aria-label="main navigation"><div class="container is-max-widescreen"><div class=navbar-brand><a class=navbar-item href=/><img class=navbar-logo src=/images/logo.svg alt="NumPy logo"><div class=navbar-logo-text></div></a><a role=button class=navbar-burger aria-label=menu aria-expanded=false data-target=navbar-menu><span aria-hidden=true></span>
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Open Source Software is accelerating Biomedicine. DeepLabCut enables automated video analysis of animal behavior using Deep Learning.
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—Alexander Mathis, Assistant Professor, École polytechnique fédérale de Lausanne (EPFL) About DeepLabCut DeepLabCut is an open source toolbox that empowers researchers at hundreds of institutions worldwide to track behaviour of laboratory animals, with very little training data, at human-level accuracy. With DeepLabCut technology, scientists can delve deeper into the scientific understanding of motor control and behavior across animal species and timescales."></head><body><nav id=nav class="navbar is-fresh is-transparent no-shadow" role=navigation aria-label="main navigation"><div class="container is-max-widescreen"><div class=navbar-brand><a class=navbar-item href=/><img class=navbar-logo src=/images/logo.svg alt="NumPy logo"><div class=navbar-logo-text></div></a><a role=button class=navbar-burger aria-label=menu aria-expanded=false data-target=navbar-menu><span aria-hidden=true></span>
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