Data Science from Scratch: First Principles with Python
Grus, Joel
ISBN 10: 1492041130 ISBN 13: 9781492041139
Published by O'Reilly Media (edition 2), 2019
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Synopsis:
To really learn data science, you should not only master the tools--data science libraries, frameworks, modules, and toolkits--but also understand the ideas and principles underlying them. Updated for Python 3.6, this second edition of Data Science from Scratch shows you how these tools and algorithms work by implementing them from scratch.
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 the hacking skills you need to get started as a data scientist. Packed with new material on deep learning, statistics, and natural language processing, this updated book shows you how to find the gems in today's messy glut of data.
- Get a crash course in Python
- Learn the basics of linear algebra, statistics, and probability--and how and when they're used in data science
- Collect, explore, clean, munge, and manipulate data
- Dive into the fundamentals of machine learning
- Implement models such as k-nearest neighbors, Naïve Bayes, linear and logistic regression, decision trees, neural networks, and clustering
- Explore recommender systems, natural language processing, network analysis, MapReduce, and databases
About the Author: 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.
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Bibliographic Details
Title: Data Science from Scratch: First Principles ...
Publisher: O'Reilly Media (edition 2)
Publication Date: 2019
Binding: Paperback
Condition: Very Good
Edition: 2.
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Data Science from Scratch First Principles with Python
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ISBN 10: 1492041130
ISBN 13: 9781492041139
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