Find the Google Colab notebooks for the course sessions here.
Click on “Open in Colab” to open the notebook in Google Colab. You will be prompted to save it to your own drive. When saved to your own drive, you can make your own edits and changes to the notebook.
How to use this page
Monday
An introduction to Python and Data Science
1. An introduction to Python and Data Science 
2. Python basics
3. Pandas
4. Visualization
5. Wrap-up
Tuesday
EDA & Unsupervised ML
Introduction to Exploratory Data Analysis and Unsupervised Machine Learning
Clustering
Finding Patterns in Messy Data Using Clustering
Prediction and Classification
A quick hands-on tutorial in Supervised ML
Portfolio
Employee Turnover UML and SML
Wednesday
Network Analysis
Intro to Networks and Network Analysis
An Introduction to Blockmodeling
Blockmodeling slides [Download]
Blockmodeling notebook
Portfolio
Networks on Instagram
Thursday
Text as Data
Introduction to Natural Language Processing slides
String manipulation - Fresh-up
Working with long texts
Text vectorization
Text in Machine Learning
NLP and SML
Friday
Data from the Web
Scraping in python
Getting Data from Twitter
Explainability
Explainable AI - Model Explainability
Explaining Black Box Text Predictions