Projects
Applied AI, systems, fintech, and product work with measurable outcomes.
Featured

Calibrating Trust in the Age of LLMs: Mitigating Anchoring and Automation Bias in Financial Decision Making
Full-stack Human-AI research platform studying how LLM commentary changes trust, risk perception, and decision quality in retail investing.
SimReturns: Portfolio Analytics & SIP Backtester
A Streamlit investment dashboard that backtests step-up SIP strategies, compares portfolio XIRR against benchmarks, and cleans Yahoo Finance data before surfacing risk, drawdown, and rolling-return analytics.

Player Recommendation System for Fantasy Premier League
Published applied-ML project using Fantasy Premier League data to recommend players beyond simple ROI and fan favoritism bias.
Catalog
Browse all projects by year
Filter by year, domain, and stack to scan work chronologically and jump straight to the projects that matter.
Year
2026
5 projects

Velocity Learning
Customer-discovery-led edtech concept that pivoted to AI-guided personalized learning after 124 user interviews.
SimReturns: Portfolio Analytics & SIP Backtester
A Streamlit investment dashboard that backtests step-up SIP strategies, compares portfolio XIRR against benchmarks, and cleans Yahoo Finance data before surfacing risk, drawdown, and rolling-return analytics.
Lowest-Priced-Day-Markets
A Streamlit market-seasonality app that identifies which weekday historically delivers the lowest closing prices and pairs that signal with rank, return, volatility, and win-rate analytics.
Market-Risk-Reward
A dual-market breadth-analysis tool that tracks how many stocks in US and Indian indices trade above key moving averages to surface overbought and oversold sentiment shifts.
Longevity Predictor Soccer
An ongoing football analytics project that uses age, position, percentile-based peer ranking, and machine learning to estimate whether elite players can sustain peak performance deeper into their thirties.
Year
2025
3 projects

Calibrating Trust in the Age of LLMs: Mitigating Anchoring and Automation Bias in Financial Decision Making
Full-stack Human-AI research platform studying how LLM commentary changes trust, risk perception, and decision quality in retail investing.

AI Fairness and Bias in Employment Dataset
An OMSCS AI Ethics and Society project on employment bias mitigation using intersection-aware reweighting and measurable fairness diagnostics.
AI Multi-Agent Stock Analyzer
A privacy-first local stock-research assistant that combines multi-agent orchestration, RAG over financial documents, Ollama-hosted LLMs, and a Dockerized Streamlit interface.
Year
2024
3 projects
ML4T Trading Bot
OMSCS trading-systems project exploring reinforcement learning and decision-tree strategies for algorithmic trading.

HCI Redesign for High-Profile Event Ticket Booking
Georgia Tech HCI redesign focused on improving ticket-booking usability, clarity, and flow under high-demand conditions.

Chirag: Platform for Crowdsourcing Volunteers in India
A human-centered volunteering platform prototype that helps NGOs match with volunteers while simplifying permissions, funding, and event logistics through organizer-focused dashboards.
Year
2022
5 projects

Player Recommendation System for Fantasy Premier League
Published applied-ML project using Fantasy Premier League data to recommend players beyond simple ROI and fan favoritism bias.
Machine Learning Research Group NIT Calicut Website
Frontend-focused academic website template for research labs to showcase publications, projects, and team members more maintainably.
Custom Cloud VM Autoscaling System
Systems prototype that monitors VM CPU load and boots standby instances using Python, libvirt, and QEMU/KVM.

Text Simplification for Accessibility
A text simplification project aimed at making text easier to read while retaining original meaning, with accessibility-oriented motivation.
IIS Cryptographic Implementation Using C++
A C++ information-security project implementing RSA, ElGamal, ECC, and SHA-1-backed digital signature workflows with NTL big-integer arithmetic.
Year
2021
4 projects

Tweet Sentiment Analysis of English Premier League Clubs
NLP comparison of VADER and BERT on EPL Twitter data to measure fan sentiment, semantic nuance, and social-media polarity.
Ruby on Rails Book App
Ruby on Rails MVC and JSON API project for managing a relational book catalog with clean CRUD workflows.

Custom Face Authentication System
Security-focused computer vision system using MTCNN, ResNet-50 embeddings, and threshold tuning to eliminate false positives.
WebCoursera - Full-Stack E-Learning Platform
Responsive PHP/MySQL learning platform with secure authentication, AJAX filtering, progress tracking, and admin tooling.
Year
2020
4 projects

Bangalore Climate Signals: Satellite-Based Temperature Analysis (2001-2020)
Remote-sensing and modeling project quantifying urban warming, vegetation loss, and temperature anomalies in Bangalore.
Event Management System for NITC
Full-stack campus event platform that centralizes discovery, registration, and scheduling across NIT Calicut organizations.
Society-App
A 100% Python automation script that extracts housing society billing data from PDFs and turns it into structured Excel summaries for faster local administration.

CSI: Live Murder Mystery Platform for Ragam 2020
A live multiplayer mystery game for Ragam 2020 that combined a Django investigation portal with Discord automation to run a 585-registration online event.