Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning - Softcover

Gallatin, Kyle; Albon, Chris

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9781098135720: Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning
Softcover
ISBN 10: 1098135725 ISBN 13: 9781098135720
Publisher: O'Reilly Media, 2023

Synopsis

This practical guide provides more than 200 self-contained recipes to help you solve machine learning challenges you may encounter in your work. If you're comfortable with Python and its libraries, including pandas and scikit-learn, you'll be able to address specific problems, from loading data to training models and leveraging neural networks.

Each recipe in this updated edition includes code that you can copy, paste, and run with a toy dataset to ensure that it works. From there, you can adapt these recipes according to your use case or application. Recipes include a discussion that explains the solution and provides meaningful context.

Go beyond theory and concepts by learning the nuts and bolts you need to construct working machine learning applications. You'll find recipes for:

  • Vectors, matrices, and arrays
  • Working with data from CSV, JSON, SQL, databases, cloud storage, and other sources
  • Handling numerical and categorical data, text, images, and dates and times
  • Dimensionality reduction using feature extraction or feature selection
  • Model evaluation and selection
  • Linear and logical regression, trees and forests, and k-nearest neighbors
  • Supporting vector machines (SVM), naäve Bayes, clustering, and tree-based models
  • Saving, loading, and serving trained models from multiple frameworks

"synopsis" may belong to another edition of this title.

About the Authors

Kyle Gallatin is a software engineer for machine learning infrastructure with years of experience as a data analyst, data scientist and machine learning engineer. He is also a professional data science mentor, volunteer computer science teacher and frequently publishes articles at the intersection of software engineering and machine learning. Currently, Kyle is a software engineer on the machine learning platform team at Etsy.

Chris Albon is the Director of Machine Learning at the Wikimedia Foundation, the non-profit that hosts Wikipedia.

"About this title" may belong to another edition of this title.

Publisher
O'Reilly Media
Publication date
2023
Language
English
ISBN 10 
1098135725
ISBN 13 
9781098135720
Binding
Paperback
Edition number
2
Number of pages
413
Rating
  • 4.10 out of 5 stars
    10 ratings by Goodreads