{"product_id":"fundamentals-of-data-science-trilogy-experiment-model-learn-9781941043011","title":"Fundamentals of Data Science Trilogy: Experiment-Model-Learn","description":"\u003cp\u003e • Author(s): Jared M. Maruskin\u003cbr\u003e • Publisher: Cayenne Canyon Press\u003cbr\u003e • Publisher Imprint: Cayenne Canyon Press\u003cbr\u003e • BISAC: Data Science - Data Modeling \u0026amp; Design\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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","brand":"Cayenne Canyon Press","offers":[{"title":"Paperback","offer_id":47596089606295,"sku":"9781941043011","price":8883.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781941043011.webp?v=1774992453","url":"https:\/\/atlanticbooks.com\/products\/fundamentals-of-data-science-trilogy-experiment-model-learn-9781941043011","provider":"Atlantic Books","version":"1.0","type":"link"}