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Axwolf13/README.md

Akshay Ashok

ML engineer and applied AI researcher, currently doing my M.Sc. in Data Science & AI at Saarland University. I work across the full pipeline (dataset construction, model benchmarking, evaluation design) in NLP and computer vision, with a bias toward measurements you can reproduce and systems that know when to distrust themselves.

Saarbrücken, Germany · axwolf13.github.io · akshay57ax@gmail.com · LinkedIn

Publication

Real-time yoga pose estimation with a hybrid MoveNet architecture, first-author, Sādhanā (Indian Academy of Sciences, Springer, 2025). A Thunder-train, Lightning-infer split that classifies 11 asanas at 99% accuracy while holding 30+ FPS on consumer hardware.

Paper (DOI) · Code · Live browser demo

Selected work

  • arabic-doc-triage-research: Benchmarking Arabic OCR (Surya, PaddleOCR) and Arabic→German translation on an 8 GB laptop GPU. KITAB-Bench evaluation, confidence-based failure routing and the safety signals a triage pipeline needs before its output reaches a human decision. Write-up
  • dodi-analysis: DODI, a deterministic index scoring how hard a platform's Terms of Service works to hide that "Buy now" means "revocable licence". Ten platforms across 2015–2024, validated against ToS;DR. Deployed as a live scorer (dodi-web: FastAPI, Docker, CI). Write-up
  • Shadow-Correction-DaS-Project: Quantitative study of piracy as a market signal for the Data and Society seminar.

Writing

Long-form write-ups of benchmarks and reproductions live at axwolf13.github.io/writing, published when there's something real to show.

Open to Werkstudent and internship roles in ML, data science and applied AI from August 2026.

Pinned Loading

  1. arabic-doc-triage-research arabic-doc-triage-research Public

    Benchmarking Arabic OCR and translation on 8 GB VRAM: Surya vs PaddleOCR on KITAB-Bench, Opus-MT vs NLLB, confidence-based failure routing.

    Jupyter Notebook

  2. Shadow-Correction-DaS-Project Shadow-Correction-DaS-Project Public

    Forked from V00zi/Shadow-Correction-DaS-Project

    Want to know what exactly causes piracy? Well I guess we can help with that. The following study is done to shed light on exactly that

    Jupyter Notebook

  3. dodi-analysis dodi-analysis Public

    Deceptive-design scoring of platform Terms of Service: deterministic readability/licence/red-flag scorer, ToS;DR validation, 2015-2024 temporal study.

    Python

  4. pose-estimation-movenet pose-estimation-movenet Public

    Code and trained model behind my Sādhanā 2025 paper: 11-asana classification from MoveNet keypoints, 98.4% verified. Live browser demo linked.

    Jupyter Notebook

  5. axwolf13.github.io axwolf13.github.io Public

    Portfolio: ML projects, publication, live pose-estimation demo, write-ups.

    HTML