Machine Learning & AI Systems

Pulse Productivity

Kernel Combinations for Sparse Gaussian Processes in Correlated Web Traffic Forecasting

An exploration of kernel combinations in a Sparse Gaussian Process framework to forecast web traffic data, optimizing scalability using inducing points and ELBO maximization.

EnhancingMelanomaDetect

Enhancing Melanoma Detection

A comparative study of machine learning techniques, including transfer learning, CNNs, SVMs, and logistic regression, using the Melanoma Skin Cancer Dataset.

RL-RecommenderSystem

Reinforcement Learning for Recommender Systems

A critical review of multi-agent, multi-scenario, and multi-task frameworks in reinforcement learning for recommender systems.

Grants-Self-Service

Grants Self Service System

Grants-Self-Service System uses LLMs and RAG techniques to streamline Vanderbilt University's grant applications, providing quick access to prior grant data securely.

Cloud & Scalable Systems

Cloud-System

Cloud System for Web-based Accessibility using Synthetic Recaptioning

A cloud-based system that explores scheduling strategies for task distribution and resource management to efficiently integrate Vision-Language Models for generating accurate and context-rich image captions in real-time.

Autonomous Systems & Robotics

AutonomousVehicle

Autonomous Taxi System within a Simulated City Environment

An Autonomous Vehicle Taxi system combining localization, routing, motion planning, and perception algorithms to navigate a simuated city.

Software Engineering & Applications

Pulse Productivity

Pulse Productivity

A productivity tool designed for project teams to streamline workflows, enhance collaboration, and maximize efficiency.

QuizLITE

QuizLITE

A modern flashcard application designed for efficient learning and content management with adaptive study sessions.