jmg764
Computer Science and Biotechnology MS at NYU | Interested in the application of AI to healthcare
Pinned Repositories
3D-Model-Facial-Recognition
This final project for the CS-GY-6643 Computer Vision course at NYU Tandon explores the use of synthetic 2D images from 3D models for use in a 2D facial recognition system.
Analysis-of-Accelerated-Gradient-Descent-with-Polyak-Step-Size-Using-Performance-Estimation-Toolbox
This is the final project for CS-GY 9223D Algorithmic Machine Learning and Data Science at NYU Tandon: an advanced theory course exploring contemporary algorithmic techniques and recent research on computational methods that enable machine learning and data science at scale.
Attention-Based-Deep-Multiple-Instance-Learning
Constructed attention-based deep multiple instance learning model using PyTorch and trained on 624 whole slide images of digitized H&E-stained prostate biopsies using AWS SageMaker’s data parallelism toolkit.
Balanced-AVL-Tree
Balanced AVL tree implementation in C++ as part of the NYU Computer Science Bridge to Tandon School of Engineering.
CodeSearchNet
A project for the CS-GY-6613 Artificial Intelligence course at NYU Tandon focusing on improving the Neural Bag of Words baseline model found in CodeSearchNet.
Discovery-and-Development-of-a-Novel-Drug-to-Treat-Hypertrophic-Cardiomyopathy
50 page proposal for a potential new drug detailing disease pathology, currently available drugs, target identification, lead selection and optimization, as well as in vitro and in vivo efficacy and safety evaluations. Includes a mock IND application for the FDA outlining manufacturing information, animal toxicology studies, and protocols (e.g. patient criteria, dose schedule, biomarkers) for Phase 1, 2, and 3 clinical trials.
Gradient-Episodic-Memory-for-Continual-Learning
Implementation of Gradient Episodic Memory for the CS-GY-6613 Artificial Intelligence course at NYU Tandon.
iOS-Projects
A collective repository for my iOS projects.
Molecular-Scalar-Coupling-Constant-Prediction-using-SchNet
This final project for the CS-GY-9223 Deep Learning course at NYU Tandon implements SchNet, based on the paper by Schütt et al., for prediction of molecular scalar coupling constants
Personality-Type-Prediction-Using-Multi-Label-Classification
Explores personality type prediction using several scikit-multilearn multi-label classifiers, LSTM, CNN, and BERT.
jmg764's Repositories
jmg764/Attention-Based-Deep-Multiple-Instance-Learning
Constructed attention-based deep multiple instance learning model using PyTorch and trained on 624 whole slide images of digitized H&E-stained prostate biopsies using AWS SageMaker’s data parallelism toolkit.
jmg764/Gradient-Episodic-Memory-for-Continual-Learning
Implementation of Gradient Episodic Memory for the CS-GY-6613 Artificial Intelligence course at NYU Tandon.
jmg764/Molecular-Scalar-Coupling-Constant-Prediction-using-SchNet
This final project for the CS-GY-9223 Deep Learning course at NYU Tandon implements SchNet, based on the paper by Schütt et al., for prediction of molecular scalar coupling constants
jmg764/Personality-Type-Prediction-Using-Multi-Label-Classification
Explores personality type prediction using several scikit-multilearn multi-label classifiers, LSTM, CNN, and BERT.
jmg764/3D-Model-Facial-Recognition
This final project for the CS-GY-6643 Computer Vision course at NYU Tandon explores the use of synthetic 2D images from 3D models for use in a 2D facial recognition system.
jmg764/Analysis-of-Accelerated-Gradient-Descent-with-Polyak-Step-Size-Using-Performance-Estimation-Toolbox
This is the final project for CS-GY 9223D Algorithmic Machine Learning and Data Science at NYU Tandon: an advanced theory course exploring contemporary algorithmic techniques and recent research on computational methods that enable machine learning and data science at scale.
jmg764/Balanced-AVL-Tree
Balanced AVL tree implementation in C++ as part of the NYU Computer Science Bridge to Tandon School of Engineering.
jmg764/CodeSearchNet
A project for the CS-GY-6613 Artificial Intelligence course at NYU Tandon focusing on improving the Neural Bag of Words baseline model found in CodeSearchNet.
jmg764/Discovery-and-Development-of-a-Novel-Drug-to-Treat-Hypertrophic-Cardiomyopathy
50 page proposal for a potential new drug detailing disease pathology, currently available drugs, target identification, lead selection and optimization, as well as in vitro and in vivo efficacy and safety evaluations. Includes a mock IND application for the FDA outlining manufacturing information, animal toxicology studies, and protocols (e.g. patient criteria, dose schedule, biomarkers) for Phase 1, 2, and 3 clinical trials.
jmg764/iOS-Projects
A collective repository for my iOS projects.
jmg764/Machine-Learning-Algorithms-Extensions
This final project for the CS-GY-6923 Machine Learning course at NYU Tandon explores how to improve three basic machine learning algorithms covered in the course.
jmg764/Predator-Prey-Simulation
A simulation implemented in C++ as part of the NYU Computer Science Bridge to Tandon. Each species has a specific set of rules/behaviors that affect the state of the simulation upon each time step.