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pepperumo/README.md
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🚀 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.

🔹 Current Focus

  • 🤖 Building AI Agents with LangChain, LangGraph & MCP
  • ⚙️ Designing automation workflows with n8n
  • 🧠 Developing RAG systems and LLM-powered applications
  • 🔗 Integrating AI agents into real-world business processes
  • ☁️ Deploying with Docker, Kubernetes & cloud infrastructure


🛠️ Technical Stack

🤖 AI Agents & Automation

n8nLangChainLangGraphFastMCPOpenAIAnthropic

🧠 LLM & RAG

PythonFastAPINext.jsvLLMHuggingFaceQdrant

☁️ Infrastructure & DevOps

DockerKubernetesAWSAzureGCPLinuxGit

📚 Machine Learning & Data Science

Scikit-learnPyTorchTensorFlowPandasNumPy

🔧 Engineering Background

ROSC++SolidWorksCATIAAnsys


🏆 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


📜 Certifications

🔗 See my full certifications on LinkedIn


📊 GitHub Statistics

GitHub StatsTop Languages
pepperumo

📬 Contact Me

LinkedInEmailGitHub

💡 "Building intelligent agents and automation to solve real-world problems." 🚀

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  1. MVTEC-anomaly-detectionMVTEC-anomaly-detectionPublic

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

    Jupyter Notebook 4 1

  2. FreeCAD-genetic-algorithm_FEAFreeCAD-genetic-algorithm_FEAPublic

    A flexible parametric FEA library based on FreeCAD using Genetic Algorithm

    Python 6

  3. Differential_self_driving_Robot_bumperbotDifferential_self_driving_Robot_bumperbotPublic

    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_EstimationIoT_Occupancy_EstimationPublic

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

    Jupyter Notebook