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- <title>CoreML algorytms</title>
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- <h1>CoreML algorytms</h1>
- <h2>From the beginings to the not</h2>
- <p>metya<br/>Летняя Школа 2018, Deep Learning Workshop</p>
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- <hgroup>
- <h1>A few base algorythms and even farther</h1>
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- <h1>Regression</h1>
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- <article data-timings="">
- <ul>
- <li>Linear regression (<a href="https://habr.com/company/ods/blog/323890/">объяснение на хабре</a>)</li>
- <li>NonLinear Regression</li>
- <li>Descision Trees </li>
- <li>Autoregression (ARIMA, etc.) </li>
- </ul>
- <p>(множественные модели, многомерные модели, регрессионные остатки)</p>
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- <h1>Classification</h1>
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- <article data-timings="">
- <ul>
- <li>Logistic regression (<a href="https://habr.com/company/ods/blog/323890/">объяснение на хабре</a>)</li>
- <li>Descision Trees (<a href="https://habr.com/company/ods/blog/322534/">объяснение на хабре</a>)</li>
- <li>K Nearest Neighbours (<a href="https://habr.com/company/ods/blog/322534/">объяснение на хабре</a>)</li>
- <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>
- <li>Linear discriminant analysis (Fisher's)</li>
- <li>Support Vector Machine (<a href="https://habr.com/post/105220/">хабр</a>)</li>
- <li>Genetics Algorithms</li>
- <li>Expectation-Maximization (EM) (<a href="https://basegroup.ru/community/articles/em">где то в интернете</a>)</li>
- </ul>
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- <h1>Clusterization</h1>
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- <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>
- <ul>
- <li>K-means (<a href="https://habr.com/company/ods/blog/325654/">объяснение на хабре</a>)</li>
- <li>DBSCAN (<a href="https://habrahabr.ru/post/322034/">хабр</a>)</li>
- <li>Affinity Propagation (<a href="https://habr.com/post/321216/">habr</a>)</li>
- <li>EM </li>
- <li>Self-Organaized Maps aka Kohonen's networks (<a href="https://habr.com/post/338868/">все там же отличная статья!</a>)</li>
- <li>Principal Component Analysis aka Понижение размерности (<a href="https://habr.com/company/ods/blog/325654/">объяснение на хабре</a>)</li>
- <li>t-SNE </li>
- </ul>
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- <h1>Many of them together</h1>
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- <li><p>Bagging aka Bootstrap aggregation (Random Forest, etc.)
- (<a href="https://habr.com/company/ods/blog/324402/">объяснение на хабре</a>)</p></li>
- <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>
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- <h1>FIN!</h1>
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