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  • Politecnico di Torino
  • Turin

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lumazzucco/README.md

Hi! Welcolme to my GitHub 😊

I have a Bachelor degree in Automation and Computer Engineering obtained at Sapienza University of Rome and a Master degree in Automation and Intelligent Cyber-Physical Systems acquired at Politecnico di Torino.

Here is a brief summary of what you can find in my repositories:

  • Machine Learning MSc project “Data Augmentation techniques for Airbus ship detection”, fine-tuning of a Faster R-CNN for ship detection starting from aerial images of oceans and seas with a focus on data augmentation techniques to make the model more robust to image distortions;
  • Reinforcement Learning MSc project “Guided Domain Randomization through Adversarial Agent”, Guided Domain Randomization through GAN-like approach with an Adversarial agent exploiting the Hopper from Mujoco;
  • Modeling and Control of Cyber-Physical Systems MSc project, split in a first part of sensors system modeling resilient to adversarial attacks and a second part about the control of a set of magnetic levitators described by a certain dynamics exploiting a regulator and an observer from both centralized and distributed views;
  • System and Device Programming MSc project OS161, based on the implementation on a simplistic Operative System like OS161 of low level functions allowing concurrent execution of programs through processes and threads in order to recreate a Shell;
  • Network Dynamics, a series of three homeworks completed during the course and focused on modeling agent systems dynamics applying Graph Teory with the help of NetworkX Python library;
  • Robot Learning MSc projects, collection of four homeworks committed during the course regarding:
    • “Ekf”: implementation of an Extended Kalman Filter applied to a single and double pendulum on ROS.
    • “Rl-fundamentals”: use of Gym Environment used to control the cartpole agent exploiting different reward functions.
    • “Q-learning”: training cartpole with Q-Learning Temporal Difference algorithm.
    • “Policy-gradient”: use of Policy Gradient algorithms like PPO and SAC from stable-baselines3 library.
  • Web Technologies Bachelor project Cadmus, creation of a web site dedicated to robotics through HTML, CSS, PHP and Javascript.
  • Bachelor thesis “Contact force control between unstable robot and stiff environment with disturbance rejection”

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  1. My_university_projects My_university_projects Public

    all code snippets from my computer engineering course

    Jupyter Notebook

  2. enfff/rl-hopper enfff/rl-hopper Public

    A novel approach to Guided Domain Randomization through the implementation of an Adversarial Agent, trained to confuse the Task Agent in order to produce more robust results

    Jupyter Notebook 1

  3. enfff/cps-project enfff/cps-project Public

    Modelling and Control of a group of Cyber-Physical Systems, where one is the leader who sets the trajectory, and the rest follows it as reference signal through two different implementations of fee…

    MATLAB 1 1

  4. Frirhos-he/os161 Frirhos-he/os161 Public

    C

  5. enfff/airbus-ship-detection enfff/airbus-ship-detection Public

    Code for the Airbus Ship Detection on Kaggle, modified for the Machine Learning for Vision and Multimedia class at Politecnico di Torino

    Jupyter Notebook