Projects
PROBLEM → APPROACH → RESULT → STACK
Smart Attendance Planner
Scaled a DSA class project into a live product with 50+ real users.
- 01
Subject-wise bunk planning and low-attendance recovery using greedy-algorithm logic.
- 02
Dual-mode engine — Bunk Planner (safe skips) and Recovery Tracker (classes needed to recover attendance) — with live recalculation on every input.
- 03
Deployed as a PWA on Vercel: installable on mobile, localStorage persistence, zero login friction.
- 04
Private PostHog dashboard tracks DAU/MAU and college-wise usage.
Financial Sentiment Analysis & Market Prediction
End-to-end ML pipeline classifying financial text sentiment on a 6,051-entry corpus.
- 01
End-to-end ML pipeline classifying financial text sentiment (positive/negative/neutral) on a combined FiQA + Financial PhraseBank corpus (6,051 entries post-deduplication).
- 02
Custom 900+ term financial sentiment lexicon built to resolve domain-specific ambiguity (e.g. "debt," "liability") that generic NLP misreads, concatenated with TF-IDF features.
- 03
Benchmarked 5 algorithms (Logistic Regression, Random Forest, Naive Bayes, KNN, Neural Network) with SMOTE and class-weighting for imbalance — Logistic Regression performed best at 0.64 macro-F1.
- 04
Expanded into a full-stack deployed app with candlestick charting and a live stock explorer.
Cognition Env
AI-driven training environment for IT support — Scaler School of Technology, OpenEnv Hackathon.
- 01
AI-driven training environment automating IT support ticket handling end-to-end, no hardcoded logic.
- 02
An agent classifies incoming tickets, assigns priority, and routes them to the correct team, improving through reinforcement learning (reward on correct routing, penalty on incorrect) — simulating a real-world IT workflow.
BondKeeper — AI Agent Capstone
Complete AI concierge agent for Google's Intensive AI Workshop, via Kaggle & Streamlit.
- 01
Built and submitted a complete AI social concierge agent for Google's official Intensive AI Workshop.
- 02
Applied multi-step reasoning, context-aware memory, and structured prompt engineering using Gemini models.
- 03
Designed and documented the full agent architecture independently with Streamlit UI and SQLite memory store.