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

Python Machine Learning Cookbook - Practical Solutions from Preprocessing to Deep Learning, 1. udgave

Python Machine Learning Cookbook

Practical Solutions from Preprocessing to Deep Learning
Chris Albon
(2018)
Sprog: Engelsk
O'Reilly Media, Incorporated
510,00 kr.
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Detaljer Om Varen

  • 1. Udgave
  • Paperback: 366 sider
  • Udgiver: O'Reilly Media, Incorporated (Marts 2018)
  • ISBN: 9781491989388

This practical guide provides nearly 200 self-contained recipes to help you solve machine learning challenges you may encounter in your daily work. If you're comfortable with Python and its libraries, including pandas and scikit-learn, you'll be able to address specific problems such as loading data, handling text or numerical data, model selection, and dimensionality reduction and many other topics.

Each recipe includes code that you can copy and paste into a toy dataset to ensure that it actually works. From there, you can insert, combine, or adapt the code to help construct your application. Recipes also include a discussion that explains the solution and provides meaningful context. This cookbook takes you beyond theory and concepts by providing the nuts and bolts you need to construct working machine learning applications.

You'll find recipes for:

  • Vectors, matrices, and arrays
  • 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
  • Support vector machines (SVM), naïve Bayes, clustering, and neural networks
  • Saving and loading trained models
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