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Machine Learning for Kids
Cover
Titlepage
Copyright
About the Author
About the Author
About the Technical Reviewer
Acknowledgments
Foreword
Introduction
Scratch
Working in the Scratch Interface
Coding in Scratch
Saving Your Work
Machine Learning for Kids
What’s Next?
Chapter 1: What Is Artificial Intelligence?
Coding
Machine Learning
Artificial Intelligence
Neural Networks and Deep Learning
What You Learned
Chapter 2: Introducing Machine Learning for Kids
Logging In
Creating a New ML Project
Phases of an ML Project
Train
Learn & Test
Make
Creating an Account
What You Learned
Chapter 3: Sorting Animal Pictures
Build Your Project
Train Your Model
Prepare Your Project
Test Your Model
Review and Improve Your Project
What You Learned
Chapter 4: Playing Rock, Paper, Scissors Against Your Computer
Build Your Project
Train Your Model
Prepare Your Game
Test Your Game
Review and Improve Your Project
What You Learned
Chapter 5: Recognizing Movie Posters
Build Your Project
Train Your Model
Prepare Your Model
Test Your Model
Review and Improve Your Project
What You Learned
Chapter 6: Mail Sorting
Build Your Project
Train Your Model
Prepare Your Project
Test Your Project
Review and Improve Your Project
What You Learned
Chapter 7: Insulting a Computer
Build Your Project
Prepare Your Game
Code Your Game Without ML
Train Your Model
Code Your Game with ML
Test Your Game
Review and Improve Your Project
Using Speech Input Instead of Typing
Recognizing Speech That Isn’t a Compliment or Insult
Learning from Mistakes
What You Learned
Chapter 8: Recognizing Language in Newspapers
Build Your Project
Train Your Model
Prepare Your Project
Review and Improve Your Project
Measuring Performance: Accuracy
Measuring Performance: Confusion Matrix
Measuring Performance: Precision and Recall
Improving Your ML Model
What You Learned
Chapter 9: Finding an Object in a Picture
Build Your Project
Train Your Model
Prepare Your Project
Test Your Project
Review and Improve Your Project
Real-World Applications for Complex Image Recognition Systems
What You Learned
Chapter 10: Smart Assistants
Build Your Project
Code Your Project Without ML
Train Your Model
Code Your Project with ML
Test Your Project
Review and Improve Your Project
Using Your Model’s Confidence Score
Using Speech Input Instead of Typing
Collecting Training Data
What You Learned
Chapter 11: Chatbots
Build Your Project
Prepare Your Character
Train Your Model
Prepare Your Project
Test Your Project
Review and Improve Your Project
Responding and Recording When Users Report Mistakes
Recognizing When a User Isn’t Happy
Answering Only When the ML Model Is Confident
ML and Ethics
What You Learned
Chapter 12: Avoiding the Monster
Build Your Project
Describe the State of the Game
Train Your Model
Test Your Game
Review and Improve Your Project
What You Learned
Chapter 13: Tic Tac Toe
Build Your Project
Prepare Your Game
Train Your Model
Test Your Game
Review and Improve Your Project
What You Learned
Chapter 14: Confusing the Computer
Build Your Project
Train Your Model
Prepare Your Project
Test Your Project
Review and Fix Your Project
What You Learned
Chapter 15: Biasing the Computer
Build Your Project
Train Your Model
Prepare Your Project
Test Your Project
Introduce Bias
Test Your Biased Project
Review Your Project
The Case for Bias
AI and Ethics
What You Learned
Afterword
The Future
Next Steps
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Machine Learning for Kids
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