AI Foundations
BeginnerStart your AI journey from scratch. Learn what AI is, how machine learning works, the essential math, and build your first models.
Lessons
Introduction to Artificial Intelligence
30 min 路 Beginner
Machine Learning Fundamentals
45 min 路 Beginner
Math Foundations: Linear Algebra Essentials
50 min 路 Beginner
Math Foundations: Calculus for Machine Learning
45 min 路 Beginner
Math Foundations: Probability & Statistics
45 min 路 Beginner
Neural Networks & Deep Learning
60 min 路 Intermediate
Practice Exercises
Implement Dot Product
10 min 路 Linear Algebra
Implement Sigmoid Activation
10 min 路 Neural Networks
Implement ReLU Activation
5 min 路 Neural Networks
Implement Softmax Function
15 min 路 Neural Networks
Calculate Mean Squared Error
10 min 路 Model Evaluation
Implement Accuracy Score
10 min 路 Model Evaluation
Normalize a Vector
15 min 路 Linear Algebra