Pinned

1. Photo-to-Cross-Stitch Photo-to-Cross-Stitch Public

   This project takes a photo as input, applies a clustering algorithm, and creates a cross-stitch needlework pattern as output with the specified number of colors and canvas background color.

   Python 1

2. Unsupervised-Learning-and-Dimensionality-Reduction Unsupervised-Learning-and-Dimensionality-Reduction Public

   This code explores 2 clustering algorithms (k-means & expectation-maximization) and 4 dimensionality reduction algorithms (PCA, ICA, Randomized Projections, & Factor Analysis).

   Python 3 1

3. Markov-Decision-Processes Markov-Decision-Processes Public

   This code explores two Markov Decision Processes (MDPs) and implements three algorithms: value iteration, policy iteration, and Q-learning.

   Python 2 2

4. Robotics-Motion-and-Localization Robotics-Motion-and-Localization Public

   This collection of C++ classes simulates robot motion and applies rudimentary localization using a Kalman Filter.

   C++ 1

5. Supervised-Learning Supervised-Learning Public

   This report explores five supervised learning techniques: decision trees, boosting, k-nearest neighbors, support vector machines, and neural networks.

   Python 2