Data Science from Scratch - Softcover

Grus, Joel

 
9781491901427: Data Science from Scratch
Softcover
ISBN 10: 149190142X ISBN 13: 9781491901427
Verlag: O'Reilly and Associates, 2015

Inhaltsangabe

<div><p>Data science libraries, frameworks, modules, and toolkits are great for doing data science, but they&#8217;re also a good way to dive into the discipline without actually understanding data science. In this book, you&#8217;ll learn how many of the most fundamental data science tools and algorithms work by implementing them <i>from scratch</i>.</p><p>If you have an aptitude for mathematics and some programming skills, author Joel Grus will help you get comfortable with the math and statistics at the core of data science, and with hacking skills you need to get started as a data scientist. Today&#8217;s messy glut of data holds answers to questions no one&#8217;s even thought to ask. This book provides you with the know-how to dig those answers out.</p><ul><li>Get a crash course in Python</li><li>Learn the basics of linear algebra, statistics, and probability&#8212;and understand how and when they're used in data science</li><li>Collect, explore, clean, munge, and manipulate data</li><li>Dive into the fundamentals of machine learning</li><li>Implement models such as k-nearest Neighbors, Naive Bayes, linear and logistic regression, decision trees, neural networks, and clustering</li><li>Explore recommender systems, natural language processing, network analysis, MapReduce, and databases</li></ul></div>

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Über die Autorin bzw. den Autor

<div><p>Joel Grus is a software engineer at Google. Before that he worked as a data scientist at multiple startups. He lives in Seattle, where he regularly attends data science happy hours. He blogs infrequently at joelgrus.com.</p></div>

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Verlag
O'Reilly and Associates
Erscheinungsdatum
2015
Sprache
Englisch
ISBN 10 
149190142X
ISBN 13 
9781491901427
Einband
Taschenbuch
Auflage
1
Anzahl der Seiten
311
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Nicht verfügbar