Projects
50+ projects across research, industry, ML, and software engineering
Top-K Personalized Recommendation Package Queries
Probabilistic algorithms for top-k package recommendation over multi-modal data, minimizing expensive LLM oracle calls.
Personalized Top-K-Set Recommendation using LLMs
Multi-agent probabilistic framework to answer top-k queries while minimizing LLM cost — 45% speedup and 15–20× cost reduction.
Human–LLM Collaboration in the Data Science Pipeline
Agent-based framework for collaboration between humans and LLMs across data science stages to optimize pipeline utility.
Agentic Workflow Evaluation (APEX)
Evaluation framework to benchmark agentic LLM workflows across reasoning tasks, enabling systematic comparison of multi-agent systems.
Agentic Best Set Selection on Package Queries
Agentic framework for best-set selection on package queries using LLMs with optimality guarantees over multi-modal data.
PromptXplorer: LLM-Powered Prompt Refinement
Framework to generate diverse composite personalized prompts using clustering, IPF-based sequence generation, RAG retrieval, and LLM-guided selection.
RL-Guided Agentic Schema Construction
Agentic framework to construct structured schema from unstructured forms using agents leveraging RL and LLMs.
Autonomous Python Financial Agent for Credit Analysis
Reasoning-driven Python agent that generates, executes, and validates financial analysis code — reducing manual analyst time by 75%.
Financial Agent Development & Orchestration
AI-orchestration logic between agents using LangGraph, reducing user manual effort by 35%.
Agentic Data Lake Ingestion Framework
Agentic data lake pipeline supporting 24+ file types — achieving a 21% increase in data quality.
Data Evaluation using Supervision Architecture of LLMs
Collaborative interaction between multiple LLMs and a supervisor LLM to evaluate multi-modal data quality. NJIT BDAL.
Policy Reusability in RL using LLMs
Pretrained RL policies and LLMs to refine queries — achieved 40–50× speedup over state-of-the-art.
Big Data — Flight Analysis using Hadoop
Analyzed flight delay patterns using clustering on EC2-hosted Hadoop.
Policy Combination in RL
Researched combining multiple pretrained RL policies to solve new tasks without retraining from scratch.
Anomaly-based IDS for IoT Networks
Anomaly-based intrusion detection system tailored for IoT network traffic.
NYC Crime vs Education Analysis
Explored correlations between crime rate and education level in NYC boroughs using Tableau dashboards.
Facial Emotion Recognition
CNN trained for facial emotion recognition using AlexNet architecture.
Decision Tree for Student Performance Prediction
Classifier to predict academic outcomes of students using decision trees on a large dataset.
CNN Hyperparameters Tuner
Framework to tune CNN hyperparameters using Keras Tuner — improving accuracy by 10–15%.
Genetic Algorithms
Genetic algorithm-based optimization for combinatorial and search problems.
Kohonen — MLP — RBF Comparison
Compared performance of unsupervised (Kohonen) and supervised (MLP, RBF) neural networks.
Hopfield Network — MNIST Recognition
Associative memory model to recognize MNIST digits with noise using Hopfield networks.
Perceptron — Binary Classification — Backpropagation
Perceptron, MLP, and backpropagation implemented from scratch.
Image Processing and Compression
Denoising, edge detection, and image compression algorithms implemented in Python and MATLAB.
GoNuts (ChatHouse) — Back-End
Topic-based messaging app with real-time chat and activity tracking using .Net Core and SQL Server.
GoNuts (ChatHouse) — Front-End
Android front-end for ChatHouse: room creation, real-time chat, and interest-based social discovery.
Eventus
Web application for managing events and projects built with ASP.Net Core, Redis, and JWT auth.
Eventus Frontend
JavaScript frontend interface for the Eventus event-management platform.
Database System Design for City Library
ER schema design and backend implementation for a public library management system.
Algorithms and Data Structures (Graphs & Strings)
Various data structures and algorithms for strings and graphs.
Chess Game with Real-time Chat
Two-player online chess game with real-time communication via socket programming.
DFA & Lexer Implementation
Finite automata and lexer using Antlr for compiler design coursework.
IMDb Windows App
Custom Windows desktop application for browsing and managing IMDb data.
Project Analyzer
Antlr-based tool that parses a source-code project and outputs all variable, class, and method names.
Squad AI
Simulated tactical agent group behaviors for team-based game scenarios using Squad AI concepts.