Machine Learning for Kids: A Project-Based Introduction to Artificial Intelligence

Machine Learning for Kids: A Project-Based Introduction to Artificial Intelligence
ePUB

Book Description
A hands-on, application-based introduction to machine learning and artificial intelligence (AI) that guides young readers through creating compelling AI-powered games and applications using the Scratch programming language.

Machine learning (also known as ML) is one of the building blocks of AI, or artificial intelligence. AI is based on the idea that computers can learn on their own, with your help.

Machine Learning for Kids will introduce you to machine learning, painlessly. With this book and its free, Scratch-based, award-winning companion website, you'll see how easy it is to add machine learning to your own projects. You don't even need to know how to code!

As you work through the book you'll discover how machine learning systems can be taught to recognize text, images, numbers, and sounds, and how to train your models to improve their accuracy. You'll turn your models into fun computer games and apps, and see what happens when they get confused by bad data.

You'll build 13 projects step-by-step from the ground up, including:
    Rock, Paper, Scissors game that recognizes your hand shapes
    An app that recommends movies based on other movies that you like
    A computer character that reacts to insults and compliments
    An interactive virtual assistant (like Siri or Alexa) that obeys commands
    An AI version of Pac-Man, with a smart character that knows how to avoid ghosts

Content

CHAPTER 1: WHAT IS ARTIFICIAL INTELLIGENCE?
CHAPTER 2: INTRODUCING MACHINE LEARNING FOR KIDS
CHAPTER 3: SORTING ANIMAL PICTURES
CHAPTER 4: PLAYING ROCK, PAPER, SCISSORS AGAINST YOUR COMPUTER
CHAPTER 5: RECOGNIZING MOVIE POSTERS
CHAPTER 6: MAIL SORTING
CHAPTER 7: INSULTING A COMPUTER
CHAPTER 8: RECOGNIZING LANGUAGE IN NEWSPAPERS
CHAPTER 9: FINDING AN OBJECT IN A PICTURE
CHAPTER 10: SMART ASSISTANTS
CHAPTER 11: CHATBOTS
CHAPTER 12: AVOIDING THE MONSTER
CHAPTER 13: TIC TAC TOE
CHAPTER 14: CONFUSING THE COMPUTER
CHAPTER 15: BIASING THE COMPUTER

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