Advanced Analytics & Statistical Concepts

Using PCA, Eigenvalues, Covariance matrix, Maximum Likelihood Estimation (MLE), ISOMAP, & Image recognition.

Summary

Part 1. Application of Concepts in Advanced Analytics

1. PCA: Food consumption in European countries
2. Order of faces using ISOMAP
3. PCA & Eigenfaces for Simple Face Recognition

Part 2. Statistical Theory & Derivation of Concepts

1. Principal Component Analysis (PCA)
2. Maximum Likelihood Estimation (MLE) for Gaussian Mean & Variance