Complete Machine Learning Course (All Lectures + Resources)
| Unit | Lecture | Topic | Video | Quiz | Program | |
|---|---|---|---|---|---|---|
| I | L1 | Introduction to ML | ▶ Video | Quiz | – | |
| I | L2 | Types of Learning | ▶ Video | Quiz | – | |
| I | L3 | Well-defined Problems | ▶ Video | Quiz | – | |
| I | L4 | Learning System Design | ▶ Video | Quiz | – | |
| I | L5 | History of ML | ▶ Video | Quiz | – | |
| I | L6 | ANN, Clustering, DT | ▶ Video | Quiz | – | |
| I | L7 | Bayesian, SVM, RL, GA | ▶ Video | Quiz | – | |
| I | L8 | Issues in ML & DS vs ML | ▶ Video | Quiz | – | |
| II | L9 | Linear Regression | ▶ Video-1 ▶ Video-2 |
Quiz | Code | |
| II | L10 | Logistic Regression | ▶ Video | Quiz | Code | |
| II | L11 | Bayes Theorem | ▶ Video | Quiz | – | |
| II | L12 | Bayesian Learning | ▶ Video | Quiz | – | |
| II | L13 | Naive Bayes | ▶ Video | Quiz | Code | |
| II | L14 | Bayesian Networks, EM | ▶ Video | Quiz | – | |
| II | L15 | SVM Kernels | ▶ Video | Quiz | Code | |
| II | L16 | SVM Properties & Issues | ▶ Video | Quiz | – | |
| III | L17 | Decision Tree | ▶ Video | Quiz | Code | |
| III | L18 | Inductive Bias | ▶ Video | Quiz | – | |
| III | L19 | Entropy | ▶ Video | Quiz | Code | |
| III | L20 | Information Gain, ID3 | ▶ Video | Quiz | Code | |
| III | L21 | Decision Tree Issues | ▶ Video | Quiz | – | |
| III | L22 | k-NN | ▶ Video | Quiz | Code | |
| III | L23 | Locally Weighted Regression | ▶ Video | Quiz | Code | |
| III | L24 | RBF & Case-Based Learning | ▶ Video | Quiz | – | |
| IV | L25 | Perceptron | ▶ Video | Quiz | Code | |
| IV | L26 | Multilayer Perceptron | ▶ Video | Quiz | Code | |
| IV | L27 | Gradient Descent & Delta Rule | ▶ Video | Quiz | Code | |
| IV | L28 | Backpropagation | ▶ Video | Quiz | Code | |
| IV | L29 | SOM & Generalization | ▶ Video | Quiz | – | |
| IV | L30 | Deep Learning Intro | ▶ Video | Quiz | – | |
| IV | L31 | CNN Layers | ▶ Video | Quiz | Code | |
| IV | L32 | CNN Applications | ▶ Video | Quiz | – | |
| V | L33 | Reinforcement Learning | ▶ Video | Quiz | – | |
| V | L34 | Markov Decision Process | ▶ Video | Quiz | – | |
| V | L35 | Q-Learning | ▶ Video | Quiz | Code | |
| V | L36 | Deep Q Learning | ▶ Video | Quiz | – | |
| V | L37 | Genetic Algorithm | ▶ Video | Quiz | Code | |
| V | L38 | GA Operators | ▶ Video | Quiz | – | |
| V | L39 | Kaggle Practice | ▶ Video | Quiz | Code | |
| V | L40 | Industry Project | ▶ Video | Quiz | Code |