Home Page Icon
Home Page
Table of Contents for
Practical Simulations for Machine Learning
Close
Practical Simulations for Machine Learning
by
Practical Simulations for Machine Learning
Preface
Resources Used in This Book
Audience and Approach
Organization of This Book
Using This Book
Our Tasks
Conventions Used in This Book
Using Code Examples
O’Reilly Online Learning
How to Contact Us
Acknowledgments
1. Introducing Synthesis and Simulation
A whole new world of ML
The Domains
Simulation
Synthesis
The Tools
Unity
TensorFlow and Unity ML-Agents
Unity ML-Agents
The Techniques
Reinforcement Learning
Imitation Learning
Summary of Techniques
Projects
Simulation Projects
Synthesis Projects
Summary and Next Steps
2. Creating Your First Simulation
Our Simulation
Setting up
Creating the Unity Project
The Environment
The Floor
The Target
The Agent
Starting and Stopping the Agent
Letting the agent observe the environment
Letting the agent take actions in the environment
Giving the agent rewards for its behaviour
Finishing touches for an agent
Providing a manual control system for the agent
Training with the Simulation
Monitoring the training with TensorBoard
When the training is complete
What’s it all mean?
Coming up next
3. Creating Your First Synthesised Data
Unity Perception
The Process
Using Unity Perception
Creating the Unity Project
Creating a Scene
Getting the Dice Models
A Very Simple Scene
Preparing for Synthesis
Test the Scenario
What’s next?
Search in book...
Toggle Font Controls
Playlists
Add To
Create new playlist
Name your new playlist
Playlist description (optional)
Cancel
Create playlist
Sign In
Email address
Password
Forgot Password?
Create account
Login
or
Continue with Facebook
Continue with Google
Sign Up
Full Name
Email address
Confirm Email Address
Password
Login
Create account
or
Continue with Facebook
Continue with Google
Next
Next Chapter
Practical Simulations for Machine Learning
Add Highlight
No Comment
..................Content has been hidden....................
You can't read the all page of ebook, please click
here
login for view all page.
Day Mode
Cloud Mode
Night Mode
Reset