{"product_id":"data-science-from-scratch-2nd-edition-first-principles-with-python-by-joel-grus-paperback","title":"Data Science from Scratch, 2nd Edition: First Principles with Python by Joel Grus | Paperback","description":"\u003cp\u003eJoel Grus makes a deliberately awkward choice: no scikit-learn, no pandas shortcuts. In \u003cstrong\u003eData Science from Scratch\u003c\/strong\u003e you implement linear regression, gradient descent, k-means and neural networks in plain Python, because the fastest route to understanding a library is to write the thing it replaces.\u003c\/p\u003e\u003ch3\u003eWhat the book covers\u003c\/h3\u003e\u003cul\u003e\n\u003cli\u003eA Python crash course, then linear algebra, statistics and probability implemented from scratch\u003c\/li\u003e\n\u003cli\u003eHypothesis testing, gradient descent, and getting and cleaning data\u003c\/li\u003e\n\u003cli\u003eWorking with data: exploration, rescaling, dimensionality reduction\u003c\/li\u003e\n\u003cli\u003eMachine learning fundamentals — k-nearest neighbours, naive Bayes, regression, decision trees\u003c\/li\u003e\n\u003cli\u003eNeural networks and deep learning, built up layer by layer\u003c\/li\u003e\n\u003cli\u003eClustering, natural language processing, network analysis and recommender systems\u003c\/li\u003e\n\u003cli\u003eMapReduce, databases, and where to go next with real libraries\u003c\/li\u003e\n\u003c\/ul\u003e\u003ch3\u003eWho it’s for\u003c\/h3\u003e\u003cp\u003eProgrammers moving into data science, students who want the mechanics rather than the API surface, and anyone who has used a model and never quite known what it did. The second edition is fully updated to Python 3 with type annotations throughout.\u003c\/p\u003e\u003ch3\u003eEdition details\u003c\/h3\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eAuthor:\u003c\/strong\u003e Joel Grus\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003ePublisher:\u003c\/strong\u003e O’Reilly Media\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eEdition:\u003c\/strong\u003e 2nd Edition\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e Paperback\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eISBN:\u003c\/strong\u003e 9781492041139\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eLanguage:\u003c\/strong\u003e English\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eShips free within the United States from Shelfcove.\u003c\/p\u003e","brand":"Aksha","offers":[{"title":"Paperback","offer_id":48940598165665,"sku":"HMS-9781492041139","price":25.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0735\/5328\/1185\/files\/sc-hires-106-1-data-science-from-scratch-2nd-edition-first-principles-with-python-by.jpg?v=1794232772","url":"https:\/\/bookmart24.com\/products\/data-science-from-scratch-2nd-edition-first-principles-with-python-by-joel-grus-paperback","provider":"Aksha","version":"1.0","type":"link"}