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Test Driven Machine Learning

Book Image

Test Driven Machine Learning

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Test Driven Machine Learning
Nov, 2015 | 190 pages
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Table of Contents (16 chapters)
Test-Driven Machine Learning
Test-Driven Machine Learning
Credits
Credits
About the Author
About the Author
About the Reviewers
About the Reviewers
www.PacktPub.com
www.PacktPub.com
Preface
Preface
Free Chapter
1
Introducing Test-Driven Machine Learning
Introducing Test-Driven Machine Learning
Test-driven development
The TDD cycle
Behavior-driven development
Our first test
TDD applied to machine learning
Dealing with randomness
Different approaches to validating the improved models
Quantifying the classification models
Summary
2
Perceptively Testing a Perceptron
Perceptively Testing a Perceptron
Getting started
Summary
3
Exploring the Unknown with Multi-armed Bandits
Exploring the Unknown with Multi-armed Bandits
Understanding a bandit
Testing with simulation
Starting from scratch
Simulating real world situations
A randomized probability matching algorithm
A bootstrapping bandit
The problem with straight bootstrapping
Multi-armed armed bandit throw down
Summary
4
Predicting Values with Regression
Predicting Values with Regression
Refresher on advanced regression
Generating our own data
Building the foundations of our model
Cross-validating our model
Generating data
Summary
5
Making Decisions Black and White with Logistic Regression
Making Decisions Black and White with Logistic Regression
Generating logistic data
Measuring model accuracy
Generating a more complex example
Test driving our model
Summary
6
You're So Naïve, Bayes
You're So Naïve, Bayes
Gaussian classification by hand
Beginning the development
Summary
7
Optimizing by Choosing a New Algorithm
Optimizing by Choosing a New Algorithm
Upgrading the classifier
Applying our classifier
Upgrading to Random Forest
Summary
8
Exploring scikit-learn Test First
Exploring scikit-learn Test First
Test-driven design
Planning our journey
Getting choosey
Developing testable documentation
Summary
9
Bringing It All Together
Bringing It All Together
Starting at the highest level
The real world
What we've accomplished
Summary
Index
Index

Credits

Author

Justin Bozonier

Reviewers

Lars Marius Garshol

Alexey Grigorev

Commissioning Editor

Dipika Gaonkar

Acquisition Editors

Divya Poojari

Llewellyn Rozario

Content Development Editor

Nikhil Potdukhe

Technical Editors

Rupali R. Shrawane

Copy Editor

Yesha Gangani

Project Coordinator

Paushali Desai

Proofreader

Safis Editing

Indexer

Tejal Daruwale Soni

Graphics

Jason Monteiro

Production Coordinator

Melwyn Dsa

Cover Work

Melwyn Dsa

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