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pepperumo/README.md

🚀 About Me

Coding Animation

I am a mechanical engineer with expertise in machine learning and data science.

🔹 Current Focus

  • 🧠 Leveraging Machine Learning & Deep Learning
  • ⚙️ Implementing Genetic Algorithms for optimization in FEA applications
  • 🛠️ Designing with SolidWorks, CATIA V5-V6, and Ansys for CAD & FEA simulations
  • 📊 Building MLOps pipelines with Python, Docker, and cloud-based solutions

🛠️ Technical Stack

📚 Machine Learning & Data Science

Python Scikit-learn PyTorch TensorFlow Pandas NumPy

🤖 Robotics & Engineering

ROS C++ SolidWorks CATIA Ansys Gazebo

☁️ Cloud & MLOps

AWS Azure GCP Docker Linux Git

🏆 Projects & Achievements

FreeCAD Genetic Algorithm FEA

FreeCAD GA FEA Repo

Parametric FEA optimization using genetic algorithms with FreeCAD

MLOps Book Recommender System

MLOps Book Recommender Repo

End-to-end MLOps pipeline for a book recommendation system

AI Vehicle Damage Detector

AI Vehicle Damage Detector Repo

A comprehensive system for automated vehicle damage detection and severity estimation using deep learning

Anomaly Detection

Anomaly Detection Repo

Advanced anomaly detection for industrial applications

📜 Certifications

🔗 See my full certifications on LinkedIn

📊 GitHub Statistics

GitHub Stats Top Languages
pepperumo

📬 Contact Me

LinkedIn Email GitHub

💡 "Bridging AI, robotics, and engineering to drive innovation and automation." 🚀

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  1. MVTEC-anomaly-detection MVTEC-anomaly-detection Public

    Anomaly detection on the MVTec Dataset using ResNet50, KNN, Autoencoders, and synthetic data to detect industrial defects. 🚀

    Jupyter Notebook

  2. FreeCAD-genetic-algorithm_FEA FreeCAD-genetic-algorithm_FEA Public

    A flexible parametric FEA library based on FreeCAD using Genetic Algorithm

    Python 6

  3. Differential_self_driving_Robot_bumperbot Differential_self_driving_Robot_bumperbot Public

    This project focuses on building and controlling a differential drive robot using ROS 2. It covers odometry, navigation, and autonomous control, providing a hands-on approach to self-driving robot …

    Python

  4. IoT_Occupancy_Estimation IoT_Occupancy_Estimation Public

    IoT-based room occupancy prediction using machine learning, XGBoost, and data preprocessing tools.

    Jupyter Notebook