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Google's fast-paced, practical introduction to machine learning

Machine Learning Crash Course features a series of lessons with video lectures, real-world case studies, and hands-on practice exercises.
  • 30+ exercises
  • 25 lessons
  • 15 hours
  • Lectures from Google researchers
  • Real-world case studies
  • Interactive visualizations of algorithms in action
Learn best practices from Google experts on key machine learning concepts.
  • How does machine learning differ from traditional programming?
  • What is loss, and how do I measure it?
  • How does gradient descent work?
  • How do I determine whether my model is effective?
  • How do I represent my data so that a program can learn from it?
  • How do I build a deep neural network?
Learn and apply fundamental machine learning concepts with the Crash Course, get real-world experience with the companion Kaggle competition, or visit Learn with Google AI to explore the full library of training resources.