Data Science Resources

This repository contains teaching materials, namely slides and accompanying Jupyter Notebooks corresponding to the weekend lecture sessions I deliver for the following programmes:

1. PGP in Data Science by University of Maryland
2. MS in DS by University of Arizona
3. Certification in Data Science by University of Maryland
4. AlmaBetter Full Stack Data Science Program

Topics covered so far include

• Time Series Forecasting
• Clustering
• Model and Feature Selection
• Logistic Regression + Usecase
• Hypothesis Testing
• Statistical Inference
• Introduction to Pandas
• Introduction to Python
• Recommender Systems
• Introduction to Probability
• Introduction to SQL
• Decision Trees and Random Forest
• Exploratory Data Analysis