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See how AI transforms business operations
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See how AI transforms business operations
6 followers · 5 following

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Achievement: Pull Shark

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Achievement: Pull Shark

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Mertcan-Gelbal/README.md

Mertcan Gelbal

AI/ML Engineer — Generative AI, Computer Vision & Edge AI

Computer Engineering graduate (Marmara University) building reproducible AI systems end to end — from dataset preparation and model evaluation to mobile, API, and NVIDIA Jetson deployment. I work across computer vision (on-device TensorFlow Lite / ONNX), generative AI (Transformers, RAG), and edge inference. I care about evidence: documenting what was actually measured, including limitations. Currently benchmarking plant-disease models and making Jetson edge deployment reproducible.

My pinned repositories below cover mobile Edge AI, a model benchmark, agricultural RAG, and Jetson tooling.

Contact: LinkedIn · Email · Portfolio

Pinned Loading

  1. botanix-mobile-ai botanix-mobile-ai Public

    On-device plant disease detection — React Native/Expo app running a 38-class MobileNetV2 TFLite model offline (undergraduate thesis).

    TypeScript

  2. botanix-model-benchmark botanix-model-benchmark Public

    Benchmark of 7 deep-learning architectures (CNN/ViT/Swin ± segmentation heads) for plant leaf-disease classification on a 105-class dataset.

    Jupyter Notebook

  3. agricultural-rag-edge-ai agricultural-rag-edge-ai Public

    Agricultural text classification (BERT) + retrieval-augmented generation, with NVIDIA Jetson deployment scripts. DistilBERT 93.7% val accuracy.

    Python 1

  4. jetson-orin-setup-toolkit jetson-orin-setup-toolkit Public

    Modular, idempotent post-install toolkit for NVIDIA Jetson Orin (JetPack 5.x/6.x) — system update, CUDA/OpenCV/GStreamer, PyTorch, Docker, and a full verification suite in one command.

    Shell

  5. health-assistant-llm-evaluation health-assistant-llm-evaluation Public

    Educational LLM-evaluation prototype comparing Gemini vs GPT on Turkish health-assistant intents (8 categories, 1,250 samples). No medical diagnosis.

    Python 1

  6. http-server-from-scratch http-server-from-scratch Public

    HTTP/1.1 server built from scratch on TCP sockets (Python stdlib only): threading, static files, JSON API, Docker. Educational.

    Python