{"product_id":"fundamentals-of-data-science-part-jared-m-maruskin-9781941043134","title":"Fundamentals of Data Science Part III: Machine Learning","description":"\u003cp\u003e\u003cstrong\u003eIn \u003c\/strong\u003e\u003cstrong\u003ePart III\u003c\/strong\u003e\u003cstrong\u003e of this series, we cover the fundamentals of machine learning, focusing on: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003evalidation methodology (reprint)\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003enearest neighbor, \u003cem\u003ek\u003c\/em\u003e-means, support vector machines, principal component analysis\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003etree-based methods: decision trees, bagging, random forest, boosting, XGBoost\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\u003eThe focus is on algorithmic development and programming. We code each technique from scratch in Python, using an object-oriented approach. \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 1941043135\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781941043134\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 316\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.98lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.66d","brand":"Jared M. Maruskin","offers":[{"title":"Paperback","offer_id":44056824807679,"sku":"9781941043134","price":39.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_591f558c-6643-4e27-8479-fbdc844e180d.jpg?v=1685043472","url":"https:\/\/www.whiterainbookhouse.com\/products\/fundamentals-of-data-science-part-jared-m-maruskin-9781941043134","provider":"WR Book House","version":"1.0","type":"link"}