Projects
My projects and work across different technologies and domains.
Portfolio Optimisation
Portfolio optimization of 7 tech stocks and S&P 500 using CAPM, Monte Carlo simulations, and SciPy optimization. Achieved max Sharpe ratio of 1.48 with Efficient Frontier visualization.
Fake News Classification
NLP text classification using LSTM and Conv1D-BiLSTM models with word embeddings, and traditional ML models with TF-IDF and Count Vectorizers. Achieved up to 93.18% accuracy.
Stock-Price-Prediction-of-Tata-Global-Beverages
Stock price prediction using Moving Average, KNN, ARIMA, and LSTM (RMSE: 24.43). Feature engineering with EMA & MACD achieved 2.49 RMSE using Linear Regression.
virtual-ml-steering-wheel
This project is a virtual steering wheel controller that allows you to control a car in a racing game using hand gestures detected through a webcam. The project utilizes computer vision techniques to recognize gestures and translate them into keyboard inputs that control the game.
Full-Stack-Hotel-Management-System
This repo contains codebase of end to end hotel mangement web application which was built as a mini project for DBMS, all the major concepts of DBMS are applied in this project
PEACE.AI - Personalised Mental Health Tracker
This repository contains an end-to-end project for a personalized mental health tracker. The model is trained on a Kaggle dataset using a neural network, and it is integrated with both the frontend and backend. Additionally, it incorporates a Gemini API chatbot that collects user data and provides personalized tips for improving mental health.
Movie Recommendation Systems
A lightweight, content‑based movie recommender. Feed it a film you love and it will suggest five similar titles, complete with posters fetched live from TMDB.
BIOSENSE.AI
BIOSENSE is an AI-powered web app that helps farmers pick the best crop using soil nutrients (N, P, K), temperature, humidity, pH, and rainfall. It features simple authentication and a predictive model for data-driven farming decisions.
Algorithmic Game
An interactive educational game that teaches algorithms through engaging puzzle-solving adventures. Learn about pathfinding, optimization, and backtracking algorithms by playing through progressively challenging levels.
RETINA-A RAG & CNN based Ophthalmic Decision Support System
RETINA is an AI-powered ophthalmic decision support system that combines CNN-based retinal disease detection with retrieval-augmented case comparison to provide accurate, interpretable, and efficient diagnosis from fundus images.
WikiWatch-Big Data streaming and Live Analytics of WikiPedia Edits
A real-time Wikipedia analytics dashboard that monitors live Wikipedia edit streams and provides insights into editing patterns, spike detection, and cross-language page analysis.
RAG based latest Ipad Q&A Chatbot
A small, interview-ready chatbot that answers questions about the latest Apple iPad models using retrieval-augmented generation (RAG). It scrapes Apple’s official pages, embeds the content, retrieves the most relevant chunks, and asks Gemini to answer only from those sources with inline citations.
MediAI-AI Powered Healthcare Diagnosis System
MediAI is a comprehensive AI-powered healthcare diagnosis system that connects patients, doctors, and advanced machine learning algorithms to provide accurate medical insights and streamline healthcare workflows.
AI-Powered-Email-Automation-System
A production-ready, enterprise-grade email synchronization system built with TypeScript and Node.js that provides real-time IMAP synchronization, AI-powered categorization, intelligent search, and RAG-based reply generation.
Enhancing LLMs with RAG and Efficient Fine Tuning Techniques
Enhanced LLM accuracy with RAG and fine-tuning (LoRA, qLoRA), improving performance and reducing costs. • Evaluated Mistral (7B), GEMA, & Llama2, showcasing RAG and fine-tuning effectiveness in boosting performance.