Machine learning with Python for everyone

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""Machine learning with Python for everyone" will help you master the processes, patterns, and strategies you need to build effective learning systems, even if you're an absolute beginner. If you can write some Python code, this book is for you, no matter how little college-level math you know. Author Mark E. Fenner relies on plain-English stories, pictures, and Python examples to communicate the ideas of machine learning."--

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Title Statements

Full title :Machine learning with Python for everyone / Mark E. Fenner.

Summary

Edition Statements

Publication Date:©2020

Publication Statements

Publisher(s):Addison-Wesley
Place of Publication:Boston
Language:eng
Publication Date:©2020

The Physical Object

Description:xxvi, 555 pages : : illustrations ; : 23 cm

Edition Identifiers

ISBN:0134845625, 9780134845623
oclc:on1129166529
LC Classification:QA76.73.P98
Dewey Decimal:006.31

Let's discuss learning -- Some technical background -- Predicting categories : getting started with classification -- Predicting numerical values : getting started with regression -- Evaluating and comparing learners -- Evaluating classifiers -- Evaluating regressors -- More classification methods -- More regression methods -- Manual feature engineering : manipulating data for fun and profit -- Turning hyperparameters and pipelines -- Combining learners -- Models that engineer features for us -- Feature engineering for domains : domain-specific learning -- Connection, extensions, and further directions -- mlwpy.py listing.