March 2024

1. Weeks 13 & 14: Moving past NLP into the real world

February 2024

1. Weeks 11 & 12: Multi-head attention on ISLR and NLP
2. Week 10: Diving into NLP while fighting through Kaggle

January 2024

1. Week 9: XGBoost theory & Advanced house price regression
2. Week 8: Balancing Statistical Learning theory with hands-on Kaggle practice
3. Week 7: Wrapping up theory and shifting gears towards hands-on projects.
4. Week 6: Getting our feet wet with Computer Vision & NLP

December 2023

1. Week 5: Diving into the world of Neural Nets
2. Week 4: Classical ML with a taste of Neural Networks
3. Week 1-3: Linear Algebra, Calculus, and a sprinkle of Probability