Homework

• Homework 1 Solutions

  Sep 17, 2025

  Solutions to CS 446/ECE 449 Homework 1 covering K-NN, Perceptron Algorithm, and MLE/MAP estimation

• Homework 2 Solutions

  Oct 1, 2025

  Solutions to ML Homework 2 covering Naive Bayes classification, Gaussian Naive Bayes, Logistic Regression theory, and optimization techniques including gradient descent variants

• Homework 3 Solutions

  Oct 17, 2025

  Solutions to ML Homework 3 covering Support Vector Machines (SVM), dual optimization, kernel methods, and linear regression techniques including Ridge and Lasso with ISTA

• Homework 4 Solutions

  Oct 31, 2025

  Solutions to ML Homework 4 covering bias-variance decomposition in Ridge Regression, optimal classifier under squared loss, and model selection using k-fold cross-validation

• Lab: Color Swapping

  Sep 13, 2025

  - Substituting a specific color in an image with some targeted color for the purpose of exploration, design, image, and creation.

• Lab: Contrast Enhancement

  Sep 13, 2025

  - a photometric measure of the [phtometric](<https://en.wikipedia.org/wiki/Photometry_(optics)>) measure of the **luminous intensity** per unit area o...

• Lab: Error Path Quilting

  Oct 1, 2025

  ```python

• Lab: Hybrid Images

  Sep 11, 2025

  - Two different interpretations of a picture can be perceived by