index.html 8.1 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207
  1. <!DOCTYPE html>
  2. <html>
  3. <head>
  4. <title>CoreML algorytms</title>
  5. <meta charset="utf-8">
  6. <meta name="description" content="CoreML algorytms">
  7. <meta name="author" content="metya">
  8. <meta name="generator" content="slidify" />
  9. <meta name="apple-mobile-web-app-capable" content="yes">
  10. <meta http-equiv="X-UA-Compatible" content="chrome=1">
  11. <link rel="stylesheet" href="libraries/frameworks/io2012/css/default.css" media="all" >
  12. <link rel="stylesheet" href="libraries/frameworks/io2012/css/phone.css"
  13. media="only screen and (max-device-width: 480px)" >
  14. <link rel="stylesheet" href="libraries/frameworks/io2012/css/slidify.css" >
  15. <link rel="stylesheet" href="libraries/highlighters/highlight.js/css/tomorrow.css" />
  16. <base target="_blank"> <!-- This amazingness opens all links in a new tab. --> <link rel=stylesheet href="./assets/css/ribbons.css"></link>
  17. <!-- Grab CDN jQuery, fall back to local if offline -->
  18. <script src="http://ajax.aspnetcdn.com/ajax/jQuery/jquery-1.7.min.js"></script>
  19. <script>window.jQuery || document.write('<script src="libraries/widgets/quiz/js/jquery.js"><\/script>')</script>
  20. <script data-main="libraries/frameworks/io2012/js/slides"
  21. src="libraries/frameworks/io2012/js/require-1.0.8.min.js">
  22. </script>
  23. </head>
  24. <body style="opacity: 0">
  25. <slides class="layout-widescreen">
  26. <!-- LOGO SLIDE -->
  27. <slide class="title-slide segue nobackground">
  28. <hgroup class="auto-fadein">
  29. <h1>CoreML algorytms</h1>
  30. <h2>From the beginings to the not</h2>
  31. <p>metya<br/>Летняя Школа 2018, Deep Learning Workshop</p>
  32. </hgroup>
  33. <article></article>
  34. </slide>
  35. <!-- SLIDES -->
  36. <slide class="" id="slide-1" style="background:;">
  37. <hgroup>
  38. <h1>A few base algorythms and even farther</h1>
  39. </hgroup>
  40. <article data-timings="">
  41. </article>
  42. <!-- Presenter Notes -->
  43. </slide>
  44. <slide class="" id="slide-2" style="background:;">
  45. <hgroup>
  46. <h1>Regression</h1>
  47. </hgroup>
  48. <article data-timings="">
  49. <ul>
  50. <li>Linear regression (<a href="https://habr.com/company/ods/blog/323890/">объяснение на хабре</a>)</li>
  51. <li>NonLinear Regression</li>
  52. <li>Descision Trees </li>
  53. <li>Autoregression (ARIMA, etc.) </li>
  54. </ul>
  55. <p>(множественные модели, многомерные модели, регрессионные остатки)</p>
  56. </article>
  57. <!-- Presenter Notes -->
  58. </slide>
  59. <slide class="" id="slide-3" style="background:;">
  60. <hgroup>
  61. <h1>Classification</h1>
  62. </hgroup>
  63. <article data-timings="">
  64. <ul>
  65. <li>Logistic regression (<a href="https://habr.com/company/ods/blog/323890/">объяснение на хабре</a>)</li>
  66. <li>Descision Trees (<a href="https://habr.com/company/ods/blog/322534/">объяснение на хабре</a>)</li>
  67. <li>K Nearest Neighbours (<a href="https://habr.com/company/ods/blog/322534/">объяснение на хабре</a>)</li>
  68. <li>Naive Bayes (<a href="https://ru.wikipedia.org/wiki/%D0%A0%D1%9C%D0%A0%C2%B0%D0%A0%D1%91%D0%A0%D0%86%D0%A0%D0%85%D0%A1%E2%80%B9%D0%A0%E2%84%96_%D0%A0%C2%B1%D0%A0%C2%B0%D0%A0%E2%84%96%D0%A0%C2%B5%D0%A1%D0%83%D0%A0%D1%95%D0%A0%D0%86%D0%A1%D0%83%D0%A0%D1%94%D0%A0%D1%91%D0%A0%E2%84%96_%D0%A0%D1%94%D0%A0%C2%BB%D0%A0%C2%B0%D0%A1%D0%83%D0%A1%D0%83%D0%A0%D1%91%D0%A1%E2%80%9E%D0%A0%D1%91%D0%A0%D1%94%D0%A0%C2%B0%D0%A1%E2%80%9A%D0%A0%D1%95%D0%A1%D0%82">Wiki</a>, <a href="https://habr.com/post/415963/">habr (свежак!)</a>)</li>
  69. <li>Linear discriminant analysis (Fisher&#39;s)</li>
  70. <li>Support Vector Machine (<a href="https://habr.com/post/105220/">хабр</a>)</li>
  71. <li>Genetics Algorithms</li>
  72. <li>Expectation-Maximization (EM) (<a href="https://basegroup.ru/community/articles/em">где то в интернете</a>)</li>
  73. </ul>
  74. </article>
  75. <!-- Presenter Notes -->
  76. </slide>
  77. <slide class="" id="slide-4" style="background:;">
  78. <hgroup>
  79. <h1>Clusterization</h1>
  80. </hgroup>
  81. <article data-timings="">
  82. <p>(<a href="https://logic.pdmi.ras.ru/%7Esergey/teaching/mlau12/10-clustem.pdf">Николенко, слайды</a>, <a href="http://www.ccas.ru/voron/download/Clustering.pdf">воронцов, лекция</a>)</p>
  83. <ul>
  84. <li>K-means (<a href="https://habr.com/company/ods/blog/325654/">объяснение на хабре</a>)</li>
  85. <li>DBSCAN (<a href="https://habrahabr.ru/post/322034/">хабр</a>)</li>
  86. <li>Affinity Propagation (<a href="https://habr.com/post/321216/">habr</a>)</li>
  87. <li>EM </li>
  88. <li>Self-Organaized Maps aka Kohonen&#39;s networks (<a href="https://habr.com/post/338868/">все там же отличная статья!</a>)</li>
  89. <li>Principal Component Analysis aka Понижение размерности (<a href="https://habr.com/company/ods/blog/325654/">объяснение на хабре</a>)</li>
  90. <li>t-SNE </li>
  91. </ul>
  92. </article>
  93. <!-- Presenter Notes -->
  94. </slide>
  95. <slide class="" id="slide-5" style="background:;">
  96. <hgroup>
  97. <h1>Many of them together</h1>
  98. </hgroup>
  99. <article data-timings="">
  100. <ul>
  101. <li><p>Bagging aka Bootstrap aggregation (Random Forest, etc.)
  102. (<a href="https://habr.com/company/ods/blog/324402/">объяснение на хабре</a>)</p></li>
  103. <li><p>Boosting (<a href="https://habr.com/company/ods/blog/327250/">все там же</a>, <a href="https://alexanderdyakonov.wordpress.com/2017/06/09/%D0%A0%D1%96%D0%A1%D0%82%D0%A0%C2%B0%D0%A0%D2%91%D0%A0%D1%91%D0%A0%C2%B5%D0%A0%D0%85%D0%A1%E2%80%9A%D0%A0%D0%85%D0%A1%E2%80%B9%D0%A0%E2%84%96-%D0%A0%C2%B1%D0%A1%D1%93%D0%A1%D0%83%D0%A1%E2%80%9A%D0%A0%D1%91%D0%A0%D0%85%D0%A0%D1%96/comment-page-1/">дьяконов</a>, <a href="http://www.machinelearning.ru/wiki/images/9/9a/fonarev.overview_of_boosting_methods.pdf">чья то неплохая курсовая</a>)</p></li>
  104. </ul>
  105. </article>
  106. <!-- Presenter Notes -->
  107. </slide>
  108. <slide class="middle" id="slide-6" style="background:;">
  109. <hgroup>
  110. <h1>FIN!</h1>
  111. </hgroup>
  112. <article data-timings="">
  113. </article>
  114. <!-- Presenter Notes -->
  115. </slide>
  116. <slide class="backdrop"></slide>
  117. </slides>
  118. <div class="pagination pagination-small" id='io2012-ptoc' style="display:none;">
  119. <ul>
  120. <li>
  121. <a href="#" target="_self" rel='tooltip'
  122. data-slide=1 title='A few base algorythms and even farther'>
  123. 1
  124. </a>
  125. </li>
  126. <li>
  127. <a href="#" target="_self" rel='tooltip'
  128. data-slide=2 title='Regression'>
  129. 2
  130. </a>
  131. </li>
  132. <li>
  133. <a href="#" target="_self" rel='tooltip'
  134. data-slide=3 title='Classification'>
  135. 3
  136. </a>
  137. </li>
  138. <li>
  139. <a href="#" target="_self" rel='tooltip'
  140. data-slide=4 title='Clusterization'>
  141. 4
  142. </a>
  143. </li>
  144. <li>
  145. <a href="#" target="_self" rel='tooltip'
  146. data-slide=5 title='Many of them together'>
  147. 5
  148. </a>
  149. </li>
  150. <li>
  151. <a href="#" target="_self" rel='tooltip'
  152. data-slide=6 title='FIN!'>
  153. 6
  154. </a>
  155. </li>
  156. </ul>
  157. </div> <!--[if IE]>
  158. <script
  159. src="http://ajax.googleapis.com/ajax/libs/chrome-frame/1/CFInstall.min.js">
  160. </script>
  161. <script>CFInstall.check({mode: 'overlay'});</script>
  162. <![endif]-->
  163. </body>
  164. <!-- Load Javascripts for Widgets -->
  165. <!-- MathJax: Fall back to local if CDN offline but local image fonts are not supported (saves >100MB) -->
  166. <script type="text/x-mathjax-config">
  167. MathJax.Hub.Config({
  168. tex2jax: {
  169. inlineMath: [['$','$'], ['\\(','\\)']],
  170. processEscapes: true
  171. }
  172. });
  173. </script>
  174. <script type="text/javascript" src="http://cdn.mathjax.org/mathjax/2.0-latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
  175. <!-- <script src="https://c328740.ssl.cf1.rackcdn.com/mathjax/2.0-latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
  176. </script> -->
  177. <script>window.MathJax || document.write('<script type="text/x-mathjax-config">MathJax.Hub.Config({"HTML-CSS":{imageFont:null}});<\/script><script src="libraries/widgets/mathjax/MathJax.js?config=TeX-AMS-MML_HTMLorMML"><\/script>')
  178. </script>
  179. <!-- LOAD HIGHLIGHTER JS FILES -->
  180. <script src="libraries/highlighters/highlight.js/highlight.pack.js"></script>
  181. <script>hljs.initHighlightingOnLoad();</script>
  182. <!-- DONE LOADING HIGHLIGHTER JS FILES -->
  183. </html>