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hkayann/README.md

Hi, I'm Hakan Kayan (@hkayann)

Final Year PhD Student at Cardiff University specializing in Embedded Machine Learning (TinyML), Anomaly Detection, and Predictive Maintenance.


My Focus Areas

  • Embedded Machine Learning (TinyML):
    Optimizing models for edge devices using techniques like quantization, pruning, and compression.
  • Anomaly Detection:
    Leveraging AI/ML for real-time detection on IoT and resource-constrained hardware.
  • IoT and Edge Computing:
    Building scalable edge-to-cloud architectures integrating BLE and sensor fusion.
  • Adversarial Robustness:
    Enhancing the reliability of ML models against adversarial challenges.

Tech Stack

Python C++ TensorFlow Lite Micro PyTorch
BLE
Linux


Current Projects

  • Edge AI for Anomaly Detection:
    Real-time anomaly detection on IoT devices using LSTM, 1D-CNN, and 2D-CNN models.
  • Optimizing TinyML Models:
    Applying quantization and compression for resource-constrained hardware like STM32-based PCBs.
  • Adversarial Robustness:
    Improving ML model resilience on edge devices against adversarial attacks.

Get in Touch

🌐 Portfolio Website
πŸ’» GitHub
πŸ“§ Email
πŸ‘” LinkedIn


Popular repositories Loading

  1. Real-time-Anomaly-Detection-in-Industrial-Robotic-Arms-via-TinyML Real-time-Anomaly-Detection-in-Industrial-Robotic-Arms-via-TinyML Public

    Repository that contains most of the work of detection anomalies on an industrial robotic arm via Nicla Sense ME.

    Jupyter Notebook 8 1

  2. node-red-contrib-ble-sense node-red-contrib-ble-sense Public

    Node-RED module for Bluetooth Low Energy (BLE) devices.

    JavaScript 6 4

  3. CASPER-PerCom CASPER-PerCom Public

    This repo contains the work of the demo paper presented in **The 21st International Conference on Pervasive Computing and Communications (PerCom 2023)**.

    Jupyter Notebook 2

  4. hkayann.github.io hkayann.github.io Public

    Personal Website.

    JavaScript 1

  5. grove-dataset-generation grove-dataset-generation Public

    An example dataset generation via Grove sensors connected to Arduino Leonardo.

    C++ 1

  6. TinyML-autoencoder-accelerometer TinyML-autoencoder-accelerometer Public

    TinyML example of autoencoder applied on accelerometer data.

    Jupyter Notebook 1