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pepperumo/README.md

πŸš€ About Me

Coding Animation

I am an AI Agent Engineer and Automation Architect building intelligent workflows and autonomous systems. With a machine learning and data science background, I bring a data-driven, analytical approach to designing AI-powered automation pipelines.

πŸ”Ή Current Focus

  • πŸ€– Building AI Agents with LangChain, LangGraph & MCP
  • βš™οΈ Designing automation workflows with n8n
  • 🧠 Developing RAG systems and LLM-powered applications
  • πŸ”— Integrating AI agents into real-world business processes
  • ☁️ Deploying with Docker, Kubernetes & cloud infrastructure


πŸ› οΈ Technical Stack

πŸ€– AI Agents & Automation

n8n LangChain LangGraph FastMCP OpenAI Anthropic

🧠 LLM & RAG

Python FastAPI Next.js vLLM HuggingFace Qdrant

☁️ Infrastructure & DevOps

Docker Kubernetes AWS Azure GCP Linux Git

πŸ“š Machine Learning & Data Science

Scikit-learn PyTorch TensorFlow Pandas NumPy

πŸ”§ Engineering Background

ROS C++ SolidWorks CATIA Ansys


πŸ† Projects & Achievements

n8n Workflows

n8n Workflows Repo

Collection of n8n automation workflows for AI-powered business processes

RAG Chatbot Project

RAG Chatbot Repo

RAG-based chatbot with retrieval-augmented generation for intelligent Q&A

PeppeGPT

PeppeGPT Repo

Custom GPT-powered AI assistant

AI Vehicle Damage Detector

AI Vehicle Damage Detector Repo

Automated vehicle damage detection and severity estimation using deep learning

FreeCAD Genetic Algorithm FEA

FreeCAD GA FEA Repo

Parametric FEA optimization using genetic algorithms with FreeCAD

MLOps Book Recommender

MLOps Book Recommender Repo

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


πŸ“œ Certifications

πŸ”— See my full certifications on LinkedIn


πŸ“Š GitHub Statistics

GitHub Stats Top Languages
pepperumo

πŸ“¬ Contact Me

LinkedIn Email GitHub

πŸ’‘ "Building intelligent agents and automation to solve real-world problems." πŸš€

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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. πŸš€

    Jupyter Notebook 2 1

  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