Welcome to the tutorial on the foundations of machine learning. Machine learning is a field of artificial intelligence that gives computers the ability to learn and improve from experience without being explicitly programmed. This tutorial will cover the basic concepts and techniques of machine learning.

Basic Concepts

  • Supervised Learning: Learning from labeled training data.
  • Unsupervised Learning: Learning from unlabeled data.
  • Reinforcement Learning: Learning by trial and error.

Techniques

  • Linear Regression: Predicting a continuous value.
  • Logistic Regression: Predicting a binary outcome.
  • Neural Networks: Deep learning models.

Resources

For further reading, you can explore our comprehensive guide on Machine Learning Techniques.

Machine Learning Diagram