My Projects
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CFD Surrogate Transformer
An encoder-only and decoder-only efficacy study on transformers as a means to adequately replace Computational Fluid Dynamics simulations. Highlighted by custom positional-encoder, low-rank attention, and physics informed loss function methodologies.
A GAN-based system to forecast cloud formations from satellite imagery with 15-minute prediction intervals. Implemented ConvLSTM layers to capture spatiotemporal patterns.Presented by myself, Jacob Krucinski, and George Wang to our CS7150: Deep Learning class.
YOLO!
A Paper Presentation
A technical review of Joseph Redmon et. al's seminal paper published in 2016, You Only Look Once: Unified, Real-Time Object Detection. Presented by myself and Jacob Krucinski to our CS7150: Deep Learning class.
Pitch-Tipping Detection via Pose-Estimation Classification
A pipeline to use biomechanical data from professional baseball pitchers to predict what pitch they are throwing, before they throw it.
Music Reconstruction Using Genetic Algorithms
An exploration of the application of a genetic algorithm structure to express quantitatively definable features in different songs and generate unique, objectively coherent, song outputs using those definable features.
Escape the Castle
A manual application (no AI libraries) of Markov Decision Processes and reinforcement learning to teach an agent to successfully navigate a grid from a source to a goal state while interacting with obstacles along the way.
Building Ethical AI
A walkthrough using the Adult dataset to create a machine learning solution that predicts an individual's income. Using the SHAP library and other statistical fairness evaluations, adversarial debiasing was implemented to improve model fairness.
Grid Game Painter
Given an n x n grid, and eight different tetris shapes each with four different color options, the algorithm solves the game using the fewest shapes while avoiding color matching of adjacent shapes.
Github Profile
Disclaimer: In accordance with Northeastern Academic Policy, "Assignment" codes are privatized to ensure academic integrity rules are upheld. Please contact me with repository access requests for formal processing through the university.