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  • Bengaluru, Karnataka - India

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hey-shiv/README.md

Shivashant Manohar — data analysis, machine learning, evaluation. Final-year CS (AI & ML) at VIT-AP, open to data and AI/ML internships.

Personal site LinkedIn X Medium Email

Currently working on: The First Song — reinforcement-learning agents learning to communicate through sound. Just started.

Cover Song Retrieval — two-stage retrieval over 13,000 benchmark queries; gap to the best system went from 4.5× in run 1 to 1.11× in run 4. Still below published systems.

Coil — VCP screener over 2,300 NSE stocks; ten-year point-in-time backtest found no edge: 11.0% CAGR for the pattern vs 22.3% for random entries.

Modern Mini LLM — small transformer on TinyStories with RMSNorm, grouped-query attention, RoPE, SwiGLU and its own BPE tokenizer. Audio Explorer — waveform, STFT, Mel spectrograms, MFCCs and beat tracking in one app.

Stack: Python, SQL, C++, pandas, NumPy, PyTorch, scikit-learn, librosa, FastAPI, Streamlit, Git, Linux

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