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ml:ml_overview [2022/08/02 07:01] – [Related Pages] jmflanigml:ml_overview [2024/11/27 21:56] (current) – [Machine Learning Overview] jmflanig
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 This is a resource to help you get up to speed in various topics if you're trying to learn ML on your own or broaden your ML knowledge. This is a resource to help you get up to speed in various topics if you're trying to learn ML on your own or broaden your ML knowledge.
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 +See also [[https://aman.ai/primers/ai/|Aman.ai - AI Fundamentals]]
 ===== Books ===== ===== Books =====
   * Pattern Recognition and Machine Learning, Bishop, 2006 (Referenced below as Bishop) available [[https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf|here]] or [[https://jlab.soe.ucsc.edu/nlp-wiki/lib/exe/fetch.php?media=book:bishop.pdf|local copy]]   * Pattern Recognition and Machine Learning, Bishop, 2006 (Referenced below as Bishop) available [[https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf|here]] or [[https://jlab.soe.ucsc.edu/nlp-wiki/lib/exe/fetch.php?media=book:bishop.pdf|local copy]]
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   * [[https://www.jair.org/index.php/jair/article/view/11030|A Primer on Neural Network Models for Natural Language Processing, Yoav Goldberg, 2016]] [[https://jlab.soe.ucsc.edu/nlp-wiki/lib/exe/fetch.php?media=book:nn_primer.pdf|local copy]] (Referenced below as NNPrimer)   * [[https://www.jair.org/index.php/jair/article/view/11030|A Primer on Neural Network Models for Natural Language Processing, Yoav Goldberg, 2016]] [[https://jlab.soe.ucsc.edu/nlp-wiki/lib/exe/fetch.php?media=book:nn_primer.pdf|local copy]] (Referenced below as NNPrimer)
   * The Matrix Cookbook, available [[https://svivek.com/teaching/deep-learning-nlp/spring2019/resources/matrixcookbook.pdf|here]]   * The Matrix Cookbook, available [[https://svivek.com/teaching/deep-learning-nlp/spring2019/resources/matrixcookbook.pdf|here]]
 +  * [[https://www.eleuther.ai/beginners.pdf|Intro to ML]] (note this was released April 1st)
  
 ===== Courses ===== ===== Courses =====
ml/ml_overview.1659423706.txt.gz · Last modified: 2023/06/15 07:36 (external edit)
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