Mastering Machine Learning with scikit-learn

Mastering Machine Learning with scikit-learn

by Gavin Hackeling

NOOK Book(eBook)

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Overview

This book examines machine learning models including logistic regression, decision trees, and support vector machines, and applies them to common problems such as categorizing documents and classifying images. It begins with the fundamentals of machine learning, introducing you to the supervised-unsupervised spectrum, the uses of training and test data, and evaluating models. You will learn how to use generalized linear models in regression problems, as well as solve problems with text and categorical features.

You will be acquainted with the use of logistic regression, regularization, and the various loss functions that are used by generalized linear models. The book will also walk you through an example project that prompts you to label the most uncertain training examples. You will also use an unsupervised Hidden Markov Model to predict stock prices.

By the end of the book, you will be an expert in scikit-learn and will be well versed in machine learning

Product Details

ISBN-13: 9781783988372
Publisher: Packt Publishing
Publication date: 10/29/2014
Sold by: Barnes & Noble
Format: NOOK Book
File size: 7 MB

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