更新时间:2021-07-02 13:22:30
coverpage
Title Page
Copyright and Credits
Ensemble Machine Learning Cookbook
About Packt
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Foreword
Contributors
About the authors
About the reviewers
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Preface
Who this book is for
What this book covers
To get the most out of this book
Download the example code files
Download the color images
Conventions used
Sections
Getting ready
How to do it…
How it works…
There's more…
See also
Get in touch
Reviews
Get Closer to Your Data
Introduction
Data manipulation with Python
How to do it...
How it works...
There's more...
Analyzing visualizing and treating missing values
Exploratory data analysis
Getting Started with Ensemble Machine Learning
Introduction to ensemble machine learning
Max-voting
Averaging
Weighted averaging
Resampling Methods
Introduction to sampling
k-fold and leave-one-out cross-validation
Bootstrapping
Statistical and Machine Learning Algorithms
Technical requirements
Multiple linear regression
Logistic regression
Naive Bayes
Decision trees