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dylanbahenda/README.md

Hi, I’m Dylan

MSc AI for Science and Technology – Unimib · Unimi · Unipv (Current)

BSc Artificial Intelligence – Unipv · Unimib · Unimi (Completed)

Tech Stack

Python MATLAB SQL Cypher R C

PyTorch TensorFlow Keras scikit-learn NumPy Pandas Matplotlib Seaborn Apache Spark Transformers

Jupyter Edge Impulse PostgreSQL MongoDB Neo4j STM32 STM32CubeIDE Git

Projects

  • Embedded Systems & TinyML: on-device gesture classification (Edge Impulse) and real-time PWM control on STM32 microcontrollers
  • Data Management & Big Data: database design (PostgreSQL, MongoDB, Neo4j) and PySpark analytics pipelines
  • Computer Vision: deep learning classification for MRI brain tumor detection and multimodal chest/skeletal X-ray imaging
  • Timeseries & Wearable Sensors: signal processing for biological sensors (EMG, PPG, GSR) to track kinematics and cognitive load
  • NLP & XAI: sentiment analysis using BERT embeddings and deep learning model interpretability with Grad-CAM
  • ML Foundations: classical machine learning algorithms to modern deep neural networks

Pinned Loading

  1. Advanced-Data-Management-Mobility Advanced-Data-Management-Mobility Public

    This repository contains the implementation and scalability analysis of a data management system for a short-term electric vehicle (EV) rental platform in Italy. The project evaluates and compares …

    Jupyter Notebook 3

  2. Cognitive-Load-Classification Cognitive-Load-Classification Public

    Wearable PPG and GSR sensor signal processing and machine learning classification of human cognitive loa

    1

  3. NILM-Load-Disagregation-XAI NILM-Load-Disagregation-XAI Public

    Non-Intrusive Load Monitoring (NILM) via seq2point regression. Comparing a 1D-CNN and Decision Tree with interpretability via Grad-CAM and decision paths

    Jupyter Notebook 1

  4. Gdg-AI-msi-hack Gdg-AI-msi-hack Public

    A local, fully offline sound-awareness assistant for hearing impairments. Uses on-device Sound Event Detection (SED), Direction-of-Arrival (DOA) estimation, and a local LLM to surface real-time rad…

    Python 1

  5. Movement-Estimation-EMG-MIMU Movement-Estimation-EMG-MIMU Public

    Wearable movement estimation containing EMG gesture classification and 2-DOF planar arm kinematics tracking with MIMU sensors.

    MATLAB 1

  6. STM32-Embedded-Projects-Gesture-PWM STM32-Embedded-Projects-Gesture-PWM Public

    STM32 C projects for gesture recognition using Edge Impulse TinyML on-device classification, and LED brightness control using sine-wave modulated PWM. Targeted on Nucleo-F767ZI.

    C 1