Samuel Atkins's repositories
TensorflowBostonHousingRegression
This repository contains a Tensorflow 1.14.0 MLP applied to a small housing price dataset.
GradientDescentMethods
This project includes an implementation of gradient descent and stochastic descent for the minimization of the least squares loss function. It also includes an implementation of these algorithms for the minimization of the negative logarithmic-likelihood function.
X-Junction-Detection-Harris-Detector-and-Least-Squares
This project detects cross-junctions on various images that include a checkerboard calibration target.
DLT-Image-Translation
This is a DLT implementation project that translates one image onto another.
ConstraintSatisfactionAlgorithms
This project includes an implementation of a Forward Checking constraint propagator, a Generalized Arc Consistence propagator, and a CSP.
GLM
This project is a learning from data project that includes the implementation of various GLM models.
SokobanSolver
This project implements a heuristic function for sokoban: https://www.sokobanonline.com/ Instructions on how to run are included in the README.
PacmanAI
This project presents a solution to Berkeley’s CS188 EdX course project. The project requires a student to design several types of PAC-MAN search engines.
kNN
This project contains various manual implementations of the kNN algorithm to several large datasets.
ECE568-Computer-Security
The lab assignments for the course ECE568 Computer Security at the University of Toronto.