Roadmap
Experimental data : data_TP.csv
Some natural questions
Correlations and friends for random variables. A website
Statistical testing
Estimate an effect, a conditional effect
Lecture 1
Two datasets to play with : diabet_folder and a dataset related to cortisol
Notebook of Course 1 : Course1.ipynb
Practical Session 1
TP1.pdf, datasets : self-estime.xlsx, blood_pressure.csv
Lecture 2
Estimation of the average effect of a treatment : the RCT framework
Course2.ipynb. Dataset : village.csv
Recap abour regression methods : Decision trees, Random Forest and Boosting
Papers comparing Neural Networks and Tree based methods on tabular data : Paper1.pdf, Paper2.pdf
Lecture 3
Notebooks of Course 3 : Course3a.ipynb, Course3b.ipynb, Course3c.ipynb
Datasets : learning_mindset.csv, heart_failure.csv