- Introduction to Data Science, NumPy, Matplotlib,
- Matrix Operations with NumPy
- Probability, properties of Probability Distributions
- Mean, Median, Mode, Variance, Skewness, Kurtosis, Multivariate Normal Distribution, Co-Variance, Correlation
- Introduction to Scikit-Learn
- Dimensionality Reduction as Data Pre-Processing
- Principal Component Analysis (PCA), Linear Discriminant Analysis (LDA)