Week - 1 |
Fundemantals of Machine Learning |
Week - 2 |
Uses of Machine Learning |
Week - 3 |
Training Data and Test Data |
Week - 4 |
R Language |
Week - 5 |
Classification: K-nearest neighbour, Decision trees |
Week - 6 |
Classification: Decision Trees |
Week - 7 |
Classification: Neural Networks |
Week - 8 |
Simple Linear Regression and Multiple Regression |
Week - 9 |
Classification and Regression Based R Applications |
Week - 10 |
Clustering: K-means, Hierarchical clustering |
Week - 11 |
Evaluating Models |
Week - 12 |
Random Forest |
Week - 13 |
R Applications |
Week - 14 |
Deep Learning |