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batuhne/README.md

About

Mathematics graduate and Software & ML Engineer.

Interested in machine learning, deep learning, and transformer-based models.

Tech Stack

Links

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  1. transformer-from-scratch transformer-from-scratch Public

    A decoder-only (GPT-style) transformer built from scratch in NumPy, no deep-learning framework. Every component (attention, LayerNorm, AdamW, backprop) is hand-derived and verified with gradient ch…

    Jupyter Notebook 1

  2. AI-Research-Agent AI-Research-Agent Public

    FastAPI + Streamlit research agent: search 6 academic databases, hybrid RAG retrieval with FAISS, LLM summaries via LiteLLM, citation graph analysis, PDF processing. Docker-ready.

    Python 1

  3. Driver-Activity-Recognition Driver-Activity-Recognition Public

    Fine-grained driver activity recognition on Drive&Act. Two-stage ResNet-18 + BiLSTM with attention, IR + Depth feature-level fusion. 56.5% MPCA on 34 classes with 4.2M params, surpasses C3D/P3D.

    Python 2

  4. customer-support-llm customer-support-llm Public

    LoRA-fine-tuned Llama-3.2-3B for customer support, trained on Apple Silicon (MLX). Full pipeline: data prep, multi-metric eval (ROUGE-L, BERTScore), OpenAI-compatible FastAPI server, HuggingFace ad…

    Python 1