AI Foundations & Concepts · Essentials
Machine Learning Fundamentals
Learn the core ideas behind all of AI: how machines learn from data through training, loss functions, and generalization.
- 45 min lesson
- beginner level
- Narrated presentation
What you’ll learn
- Supervised vs. unsupervised vs. reinforcement learning
- Training, validation, and test sets
- Loss function
- Gradient descent
- Overfitting and generalization
- Features and labels
Inside this lesson
A narrated, slide-by-slide presentation with 1 prediction exercise, 1 knowledge check, 3 videos. You answer as you go, and the platform checks your work.