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Rahul-fix/README.md

๐Ÿ‘‹ Hi, I'm Rahul Kumar

๐Ÿš€ AI/ML Engineer | DevOps Specialist | Data Science Volunteer

LinkedIn Email Email

๐Ÿ“ Bonn, Germany | ๐ŸŽ“ MSc Geodetic Engineering | ๐ŸŒฑ Actively Learning GenAI & AI Engineering


๐Ÿ“Œ Featured Projects

ViT Uncertainty & Hyperparameter Analysis
๐Ÿ’ป PyTorch, Deep Learning, Jupyter

CorrelAid Data4Good - Urban Green Analysis
๐Ÿ’ป ML/DL, GIS, Computer Vision

๐Ÿ‘๏ธ Stereo Depth Estimation

CNN-based Depth Estimation
๐Ÿ’ป Deep Learning, Computer Vision

โš™๏ธ IDS Wrapper - OIH

Fraunhofer IAIS Contribution
๐Ÿ’ป Integration, DevOps, Docker, K8s(Kubernetes)

Fraunhofer IAIS AI Infrastructure
๐Ÿ’ป MLOps, Testing, Development

Workflow Orchestration Comparison
๐Ÿ’ป Python, Apache Airflow


๐ŸŽฏ About Me

I'm a Master's student in Geodetic Engineering at the University of Bonn, specializing in AI/ML, Computer Vision, and DevOps. Currently working as a DevOps Engineer at Fraunhofer IAIS, I bridge the gap between AI research and production-ready systems.

Master's Thesis: Exploring the Sensitivity of Model (ViT) Uncertainty to Hyperparameter Variations

  • ๐Ÿ”ฌ Research: Uncertainty Quantification, Computer Vision, Deep Learning, Generative AI
  • ๐Ÿ› ๏ธ Professional: Building scalable ML systems and DevOps pipelines at Fraunhofer IAIS
  • ๐Ÿค Community: Active volunteer at CorrelAid - using data science for social good
  • ๐Ÿ“š Learning: GenAI, multi-agent systems, and AI engineering best practices
  • ๐Ÿ’ผ Seeking: AI Engineer, ML Engineer, or DevOps Engineer roles

๐Ÿ’ผ Professional Experience

๐Ÿ”น DevOps Engineer | Fraunhofer IAIS

September 2022 - Present

  • ๐Ÿš€ Open Integration Hub (OIH): Deployed applications using Kubernetes & Docker on Linux servers
  • ๐Ÿ“Š KI-NRW: Developed interactive web applications with Dash Plotly
  • ๐Ÿ“š GAIA-X & OpenGPT-X: Contributed to documentation, testing, and development
  • โš™๏ธ Stack: Kubernetes, Docker, Linux, Python, CI/CD

๐Ÿ”น Research Assistant | University of Bonn - Computer Vision Lab

February 2020 - December 2021

  • ๐ŸŒพ Developed ML models for agricultural applications and plant organ recognition
  • ๐Ÿ“ธ Applied deep learning for precision agriculture

๐Ÿ”น Data Science Volunteer | CorrelAid

Ongoing

  • ๐Ÿ“Š Contributing to Data4Good projects for non-profit organizations
  • ๐Ÿค Part of 2,400+ volunteer network democratizing data science

๐Ÿ› ๏ธ Tech Stack

AI/ML & Deep Learning

Python PyTorch TensorFlow Hugging Face CUDA

DevOps & Cloud

Kubernetes Docker Git Linux Google Cloud Airflow

Data & Tools

Jupyter Plotly QGIS MATLAB LaTeX


๐Ÿ“œ Certifications

  • โšก Introduction to Supercomputing at JSC - Forschungszentrum Jรผlich
  • ๐Ÿณ Docker and Kubernetes: The Complete Guide - Udemy
  • โœ… ISTQBยฎ Certified Tester - Foundation Level (CTFL)
  • ๐Ÿง Linux Shell Scripting: A Project-Based Approach - Udemy
  • โ˜๏ธ Introduction to Google Cloud - Pluralsight

๐ŸŒŸ Core Competencies

Machine Learning & AI

  • Deep Learning (CNNs, Vision Transformers, Neural Networks)
  • Generative AI (Multi-agent systems, emerging frameworks)
  • Computer Vision & Image Processing
  • Uncertainty Quantification & Bayesian Methods
  • Model Deployment & MLOps

DevOps & Infrastructure

  • Container Orchestration (Kubernetes, Docker)
  • CI/CD Pipeline Development
  • Linux System Administration & Automation
  • Cloud Computing & Infrastructure Management

Data Science

  • Data Visualization (Dash Plotly, Matplotlib)
  • Geospatial Data Processing (QGIS)
  • Workflow Orchestration (Airflow, SLURM)

๐ŸŒฑ Currently Learning

  • ๐Ÿค– Generative AI - Latest frameworks and multi-agent systems
  • ๐Ÿ—๏ธ AI Engineering - Production-ready system design
  • ๐Ÿ”— MLOps - Continuous integration for ML workflows
  • ๐ŸŒ Advanced Kubernetes - Service mesh and scaling

๐Ÿ’ฌ Languages

๐Ÿ—ฃ๏ธ English (Fluent) | ๐Ÿ‡ฎ๐Ÿ‡ณ Hindi (Native) | ๐Ÿ‡ฉ๐Ÿ‡ช German (A2.1)


๐Ÿš€ "Building intelligent systems that bridge research and real-world impact"

Profile Views


โญ๏ธ Open to collaborations, research opportunities, and full-time positions in AI/ML and DevOps!

From Rahul Kumar - Transforming data into actionable insights ๐ŸŒŸ

Pinned Loading

  1. MUSH MUSH Public

    Masters Thesis

    Jupyter Notebook

  2. stereo-depth stereo-depth Public

    Forked from sanket-pixel/stereo-depth

    Estimating distance and depth using information from left and right cameras

    Jupyter Notebook

  3. eclipse-edc/Connector eclipse-edc/Connector Public

    EDC core services including data plane and control plane

    Java 385 286

  4. AirflowVsAPScheduler AirflowVsAPScheduler Public

    Python

  5. openintegrationhub/IDS-wrapper openintegrationhub/IDS-wrapper Public

    Wrapper component to enable data exchange between Open Integration Hub and International Data Space - https://github.com/International-Data-Spaces-Association

    Java 1 1

  6. cologne-green-project cologne-green-project Public

    This project is part of #Correlaid local chapter's projects which analyzes green areas in Cologne using satellite imagery and GIS data.

    Python 2