Computer Science Undergraduate @ PES University — Bengaluru, India
I'm interested in Software Engineering, AI/ML, and LLM systems, with a focus on building practical systems and understanding how they work under the hood.
- Languages: Python, C, JavaScript, SQL, HTML, CSS
- AI/ML: TensorFlow, Keras, Scikit-learn, XGBoost, LightGBM, CatBoost, sentence-transformers
- Data: NumPy, Pandas, SciPy, PostgreSQL
- Tools: Git, Streamlit, VS Code
- Currently: DSA, AI/ML systems, LLM applications, and open-source development
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Self-Correcting Text-to-SQL Agent: Built an agentic Text-to-SQL pipeline using PydanticAI and Ollama with a dedicated repair agent that validates failed queries against schema and query intent. Tested and fixed failure cases involving column projections, JOIN semantics, and nested aggregation.
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NIFTY-50 Delta-Space Hybrid Ensemble Forecasting: Developed a delta-space stacked ensemble using LSTM, CNN, and TCN models, benchmarking 13 meta-learners on 11 years of NIFTY-50 OHLC data. The best configuration achieved R² = 0.989 with a 48.7% RMSE reduction over the strongest standalone model.
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Framework-Free Retrieval-Augmented Generation (RAG) System: Built an end-to-end RAG system from scratch without LangChain or managed vector databases. Combines BM25 sparse retrieval, dense embeddings, and Reciprocal Rank Fusion (RRF) with grounded generation and chunk-level citations.
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EDA on San Antonio Spurs: Explored NBA data from the San Antonio Spurs, combining my interest in basketball and data analysis.
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SpotifyAI Playlist Generator: Built an AI-powered playlist generator during a hackathon, using an LLM to generate personalized music recommendations.
- Top 10 — Confluence 2025 Hackathon
- 4th Place / Best Strategy Team — CyberClash 2026
- Prof. CNR Rao Scholarship — Semester 1
- Grinding DSA and preparing for software engineering internships
- Building AI/LLM systems from scratch
- Exploring open-source contributions
- Learning more about software engineering and scalable systems
Huge sports enthusiast — RCB, Leicester City, Ferrari, and the San Antonio Spurs.
I like building things, breaking things, and figuring out why they broke.
"Learning never exhausts the mind."