Machine Learning
Course 3: Decision Trees, Ensemble methods
Lecture 3 Lecture 3.pdf.
Notebook of Lecture 3 : Lecture3.ipynb.
Lab 3 : Lab3.pdf. Datasets : TitanicTrain.csv, TitanicTest.csv, FinancialDistress.csv
Course 2 : Beyond OLS
Lecture 2a : Lecture2a.pdf
Lecture 2b : Lecture2b.pdf
Notebook of Lecture 2a : Lecture2a.ipynb
Notebook of Lecture 2b : Lecture2b.ipynb
Practical Session 2 : PracticalSession2.pdf
Datasets : Hitters.csv
Course 1 : Basics on supervised learning and optimisation
Lecture 1a : Lecture1a.pdf
Lecture 1b : Lecture1b.pdf
Notebook of Lecture 2 : Lecture2.ipynb
Practical Session 1a : PracticalSession1a.pdf, titanic dataset : titanic.csv. Notebook : Lab1a.ipynb
Practical Session 1b : PracticalSession1b.pdf. Notebook : Lab1b.ipynb