Probability and Statistics

Recaps 

• Recap : Recap.pdf.

• Exercise 1

• Datasets : nci60_data.csv, nci60_labs.csv

Course 8 : Time series clustering

• Lecture 8  : Lecture8.pdf. 

• Notebooks of Lecture 8 : Lecture8.ipynb

• A website on DTW

• Practical Session 8 : PracticalSession 8.pdf

• Notebook : PracticalSession8.ipynb

• Dataset : covid.csv

Course 7 : Basics of clustering

• Lecture 7  : Lecture7.pdf. 

• Notebooks of Lecture 7 : Lecture7.ipynb. The Black Friday dataset : black_friday.csv

• An improvement of K-means : X means

• Details about linkage in Hierarchical Clustering

• Silouhette in clustering. Other metrics

• The elbow rule with the dataset

• The scikit learn website about clustering

• Practical Session 7 : PracticalSession 7.pdf

• Notebook : PracticalSession7.ipynb

Course 6 : PCA, NMF and t-SNE

• Lecture 6  : Lecture6.pdf. 

• Notebooks of Lecture 6 : pca_breast.ipynb , pca_vs_tsne.ipynb

• Dataset : GSE5325_markers.csv

• Practical Session 6 : PracticalSession6.pdf

• A teaser about LLMs : website or other website

• Cognitive atlases : website

• The seminal paper about t-SNE : pdf 

• A medium about tSNE : medium

• Notebook : PracticalSession6Ex1.ipynb , PracticalSession6Ex2.ipynb

Course 5 : Chi square tests with Python

• Lecture 5  : Lecture5.pdf. Notebook of Lecture 5 : LecturePS5.ipynb . 

Course 4 : Two Sample Testing with Python

• Lecture 4  : Lecture4.pdf. Notebook of Lecture 4 : LecturePS4.ipynb . 

• Practical Session 4 : PracticalSession4.pdf. Datasets : Iris_Data.csv and blood_pressure.csv

• Notebook of Practical Session 4 : PracticalSession4.ipynb

Course 3 : One Sample Testing with Python

• Lecture 3  : Lecture3.pdf. Notebook of Lecture 3 : LecturePS3.ipynb . 

• Some website : Here 

• Practical Session 3 : PracticalSession3.pdf

• Notebook of Practical Session 3 : PracticalSession3.ipynb

Course 2 : Confidence intervals with Python

• Lecture 2  : Lecture2.pdf. 

• Notebook of Lecture 2 : LecturePS2.ipynb . 

• Dataset Heart : heart.csv

• Practical Session 2 : PracticalSession2.pdf. 

• About confidence intervals with Python

• Notebook of Practical Session 2 : PracticalSession2.ipynb

Course 1  : Exploratory Data Analysis

• Practical Session 1 .pdf. Strikes dataset : strikes.csv. Titanic dataset : titanic.csv

• Notebook of Exercise 1 : PracticalSession1Ex1.ipynb

• Notebook of Exercise 2 : PracticalSession1Ex2.ipynb