{"product_id":"fundamentals-of-data-science-trilogy-jared-m-maruskin-9781941043011","title":"Fundamentals of Data Science Trilogy: Experiment-Model-Learn","description":"\u003cp\u003e\u003cstrong\u003eIn this series, we cover statistical experimentation, modeling, and machine learning, focusing on: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003ebasic statistics, hypothesis testing, and experimentation\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003evalidation methodology\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003elinear and logistic regression; generalized linear models\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003ecausality\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003etime series analysis\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003eBayesian statistics\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003eclustering\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003edecision trees, random forests, and boosted forests\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003eartificial neural networks and deep learning\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003ereinforcement learning\u003c\/strong\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cstrong\u003eOur focus is on mathematical derivations, algorithmic development, and programming. We use Python throughout the text to support our theory. All machine learning techniques are coded from scratch using Python. \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Jared M. Maruskin\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1941043011\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781941043011\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Cayenne Canyon Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/29\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 892\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.70lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 1.76d","brand":"Jared M. Maruskin","offers":[{"title":"Paperback","offer_id":44056744100095,"sku":"9781941043011","price":94.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_fdec5344-47c1-43db-b7f6-cc951592de92.jpg?v=1685043026","url":"https:\/\/www.whiterainbookhouse.com\/products\/fundamentals-of-data-science-trilogy-jared-m-maruskin-9781941043011","provider":"WR Book House","version":"1.0","type":"link"}