PythonDeepLearning
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文档简介:
Python Deep Learning
Table of Contents
Python Deep Learning
Credits
About the Authors
About the Reviewer
www.PacktPub.com
eBooks, discount offers, and more
Why subscribe?
Customer Feedback
Preface
What this book covers
What you need for this book
Who this book is for
Conventions
Reader feedback
Customer support
Downloading the example code
Downloading the color images of this book
Errata
Piracy
Questions
1. Machine Learning – An Introduction
What is machine learning?
Different machine learning approaches
Supervised learning
Unsupervised learning
Reinforcement learning
Steps Involved in machine learning systems
Brief description of popular techniques/algorithms
Linear regression
Decision trees
K-means
Naïve Bayes
Support vector machines
The cross-entropy method
Neural networks
Deep learning
Applications in real life
A popular open source package
Summary
2. Neural Networks
Why neural networks?
Fundamentals
Neurons and layers
Different types of activation function
The back-propagation algorithm
Linear regression
Logistic regression
Back-propagation
Applications in industry
Signal processing
Medical
Autonomous car driving
Bu......
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