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Working from Texas
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Working from Texas
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as567-code/README.md

Aditya Swaroop

MS Computer Science @ UT Dallas (3.8 GPA) | Software Engineering Fellow @ Princeton Research Computing | NeurIPS 2025 Under Review

About

Building ML systems and backend infrastructure. Princeton HPC fellowship (CUDA/C++), NeurIPS 2025 submission on on-device LLM quantization, 2 published papers. Open source contributor to Celery, IPython, Apache Airflow.

Featured Work

  • ATQ-LLM — Adaptive Ternary Quantization for LLM compression (~16x on GPT-2). NeurIPS 2025.
  • MusicSourceClassifier — AI vs Human music detector. 99.9% accuracy on 900 samples. CNN + FAISS similarity search.
  • GPS Fleet Telemetry — Event-driven pipeline with anomaly detection. 43-test suite.
  • DoctorBot-AI — Full-stack AI chatbot. FastAPI + Mistral + Three.js. 18 async tests.
  • N-Body Optimization — CUDA/OpenMP/MIC. 10.4x speedup. Princeton fellowship.
  • Video Understanding — Multimodal pipeline. Qwen2-VL + BLIP + Flan-T5.

Publications

  • Adaptive Ternary Quantization for On-Device LLM Compression — NeurIPS 2025 (Under Review)
  • Quantum Enhanced Recommendation AI Chatbot — IGI Global, 2025
  • Ensemble ML for Multi-Disease Detection — EasyChair, 2023

Tech

Python · C/C++ · CUDA · TypeScript · PyTorch · Transformers · FAISS · FastAPI · React · Docker · Kubernetes · AWS · PostgreSQL

Links

Portfolio · LinkedIn · adityaswaroop23.rrps@gmail.com

Popular repositories Loading

  1. Video-Understanding-Chat-System-MVP- Video-Understanding-Chat-System-MVP- Public

    Multimodal video analysis — Qwen2-VL + BLIP frame captioning, Flan-T5 conversational Q&A over timestamped captions. Streamlit UI.

    Python 2

  2. ATQ-LLM ATQ-LLM Public

    Adaptive Ternary Quantization for On-Device LLM Compression — NeurIPS 2025 (Under Review). ~16x compression on GPT-2 via ternary weights, STE, mixed precision, QAT. 32 unit tests.

    Jupyter Notebook 2

  3. MusicSourceClassifier MusicSourceClassifier Public

    AI vs Human music detector — 4-layer CNN (421K params) achieving 99.9% accuracy on GTZAN+SONICS. FAISS similarity search with TorchOpenL3 embeddings. React + Flask full-stack.

    Jupyter Notebook 1

  4. DoctorBot-AI DoctorBot-AI Public

    Doctor Who AI chatbot — FastAPI + Mistral AI backend with 18 async tests, robust JSON parsing. React frontend with Three.js vortex (600 particles).

    TypeScript 1

  5. PythonDice-Roll PythonDice-Roll Public archive

    Python

  6. jaydeep jaydeep Public archive

    Python