Machine-Learning-

CSE6740_Computational_Data_Analysis / Machine Learning

Includes all the homework problems and projects

homework 1: Clustering report [/HW1]

1. Clustering (mathematical analysis and proofs)
2. Image compression using clustering code
3. Political blogs and spectral clustering code

homework 2: Dimension Reduction report

1. Linear Dimension Reduction: PCA on food consumption in European countries code
2. Nonlinear Dimension Reduction: ISOMAP on order of faces code homework 3: Density Estimation report
3. Kernel Density Estimation on psychological experiments code
4. EM algorithm for MNIST dataset code homework 4: Classification report
5. Basic Optimization and Logistic Regression
6. Classification code
7. Naive Bayes for spam filtering homework 5: Support Vector Machine and Neural Network report
8. Analysis on Support Vector Machine
9. Multi-class classification with KNN, Logistic Regression, SVM, kernel SVM, and Neural Network code notebook
10. Simple Neural Networks Analysis homework 6: AdaBoost and Decision Tree report
11. AdaBoost with decision stumps as weak learners by hand
12. Linear Regression Analysis: bias-variance tradeoff, Cross-Validation, and Feature Selection
13. Random Forest and One-class SVM for email spam classifier code notebook