{"product_id":"dimensionality-reduction-in-machine-learning-jamal-amani-rad-9780443328183","title":"Dimensionality Reduction in Machine Learning","description":"\u003ci\u003eDimensionality Reduction in Machine Learning\u003c\/i\u003e covers both the mathematical and programming sides of dimension reduction algorithms, comparing them in various aspects. Part One provides an introduction to Machine Learning and the Data Life Cycle, with chapters covering the basic concepts of Machine Learning, essential mathematics for Machine Learning, and the methods and concepts of Feature Selection. Part Two covers Linear Methods for Dimension Reduction, with chapters on Principal Component Analysis and Linear Discriminant Analysis. Part Three covers Non-Linear Methods for Dimension Reduction, with chapters on Linear Local Embedding, Multi-dimensional Scaling, and t-distributed Stochastic Neighbor Embedding. \u003cp\u003e\u003c\/p\u003eFinally, Part Four covers Deep Learning Methods for Dimension Reduction, with chapters on Feature Extraction and Deep Learning, Autoencoders, and Dimensionality reduction in deep learning through group actions. With this stepwise structure and the applied code examples, readers become able to apply dimension reduction algorithms to different types of data, including tabular, text, and image data.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Jamal Amani Rad\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0443328188\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780443328183\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Morgan Kaufmann Publishers\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/01\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 250\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback","brand":"Jamal Amani Rad","offers":[{"title":"Paperback","offer_id":46545896898815,"sku":"9780443328183","price":180.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_74c0eb82-8f83-47bb-977f-3a541f8dee75.jpg?v=1738183640","url":"https:\/\/www.whiterainbookhouse.com\/products\/dimensionality-reduction-in-machine-learning-jamal-amani-rad-9780443328183","provider":"WR Book House","version":"1.0","type":"link"}