Academic Projects

A collection of research and engineering projects in machine learning, deep learning, natural language processing, computer vision, and distributed systems.

Deep Learning Generative Models NLP Computer Vision Optimization Parallel Computing Real-time Systems

2021

Real-Time Audio Source Localization

Audio Processing • ML

Audio processing and source localization using machine learning techniques. Real-time system for detecting and tracking sound sources in space.

Julia Language AIMPAC Suite Replacement

High-Performance Computing

High-performance computing implementation in Julia for algorithmic trading. Replacement for legacy AIMPAC suite with improved performance and maintainability.

Supply Chain Optimization

Operations Research

Optimization algorithms for complex supply chain logistics. Mathematical modeling and algorithmic solutions for routing and resource allocation.

Adaptive Lanes in Traffic Simulation

Transportation • Simulation

Traffic flow optimization using adaptive lane control. Multi-agent simulation system for modeling and optimizing urban traffic patterns.

Predicting Academic Collaborations

Network Analysis • ML

Machine learning models to predict future research collaborations. Graph-based analysis of academic networks and collaboration patterns.

2020

Learn2Rank - Netflix Challenge

Recommendation Systems

Ranking algorithms for recommendation systems. Learning-to-rank approaches for personalized content recommendations at scale.

Indexing Mexico City's Crime

Data Analysis • Visualization

Data analysis and visualization of crime patterns in Mexico City. Interactive dashboards and statistical analysis of public safety data.

COVID-19 Lung Scan Segmentation

Medical Imaging • Deep Learning

Medical image segmentation using deep learning for COVID-19 diagnosis. U-Net and related architectures for lung CT scan analysis.

COVID-19: Visualizing Early Trends

Data Visualization

Data visualization and analysis of early COVID-19 pandemic trends. Interactive visualizations tracking the spread and impact of the virus.

FPGA Parallel Plotter Architecture

Hardware Design • FPGA

Hardware design for parallel processing on FPGAs. Custom architecture for accelerated plotting and visualization tasks.