Projects

Multi-Agent Student Support System

AI Agents Intensive: Google X Kaggle | November 2025

Technologies: Python, Google Agent Development Kit, MCP, Vertex AI, GCP

• Implementing Model Context Protocol to query ArXiv API to validate AI-generated content and personalize knowledge for students
• Deploying an adversarial agent loop where a ‘Critic Agent’ autonomously challenges the ‘Idea Agent’ to refine project proposals

Google Restaurant Rating Predictor

Recommender Systems + Open Source | November 2025

Technologies: Python, Pandas, Scikit-learn, NLP, Sentiment Analysis, pgmpy

• Integrated NLP (TF-IDF) with statistical and probabilistic models (Latent Factor, Bayesian Network) to predict ratings, achieving 0.64 MSE
• Contributed to pgmpy by supporting node-specific priors, enhancing flexibility and accuracy in Bayesian network parameter learning