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ReebalSami/README.md

About

I'm a Data Scientist & AI Engineer based in Hamburg. Five-plus years at OTTO Group as a Bilanzbuchhalter — SAP FI-CO/BPC, IFRS/HGB, UiPath RPA — then a deliberate pivot into ML/AI. Today I build end-to-end AI systems: multi-agent LLM pipelines, deep-learning vision, RAG, full-stack web on AWS.

Currently

  • Finishing my M.Sc. thesis at FH WedelDocument Intelligence and Knowledge Graph Construction: OCR-free extraction with modern document VLMs, entity resolution, GraphRAG reasoning over local LLMs. Fully local, zero cloud.
  • Working through AWS Cloud Practitioner, AI Practitioner, and ML Engineer Associate certifications.
  • Shipping cloud-deployed ML projects on AWS CDK.

What I Build

  • LLM-powered systems — multi-agent apps (Agno / LangChain), crawlers, RAG, structured outputs with Pydantic
  • Deep Learning for Computer Vision — ViT, DINOv2, ConvNeXt, ResNet-50, Grad-CAM / Attention Rollout
  • Classical ML — bankruptcy prediction, recommenders, time series, econometrics
  • Full-stack web — Next.js 16, React, Spring Boot, FastAPI, AWS CDK, Tailwind v4

Tech Stack

Languages, web, cloud, and data tooling

AI/ML  ·  PyTorch · Hugging Face · LangChain · Agno · modern document VLMs · GraphRAG · DINOv2 · ConvNeXt · scikit-learn · pandas · NumPy · OpenCV · Grad-CAM

GitHub by the numbers

Contributions in 3D

Six months of commits, lifted into an isometric calendar — and a chibi web-slinger parkouring across the rooftops, sector by sector. Updates daily.

3D isometric contribution calendar with an animated web-slinger swinging across high-contribution weeks

Milestones

Active milestones and projects for @ReebalSami, sourced from real GitHub repo milestones and Projects v2 status

Featured Work

Flagship projects are pinned above — multi-agent LLM pipelines, deep-learning vision, recommenders, full-stack apps. The table below highlights additional work that complements the pinned grid.

Project Description Stack
Biotech Regulatory RAG RAG-powered compliance assistant for biotech regulations — built in a team of 4 during the Future Founder program. Source-cited answers, interactive questionnaire, mobile-responsive. Python · FastAPI · React · GPT-4 · RAG · Vector DB
HafenHut Web Commercial website and e-commerce frontend for HafenHut® — a protective solution for harbor piles and jetty structures. Next.js · TypeScript · Tailwind · Sanity CMS · Stripe
Portfolio & RAG Chatbot My personal portfolio: 4 locales (incl. Arabic RTL), MDX blog, Typst-rendered CV, custom RAG chatbot over my own profile, deployed on AWS CDK. Next.js 16 · Tailwind v4 · AWS CDK · next-intl · MDX · Typst

Languages I Speak

German (professional) · English (professional) · Arabic (native) · Spanish (learning, ~A2)


Open to Data Scientist / AI Engineer roles — Hamburg or remote DE, from Q2 2026.
reebal-sami.comLinkedIncontact@reebal-sami.com

Pinned Loading

  1. urban-farming-plant-health-showcase urban-farming-plant-health-showcase Public

    Showcase: hierarchical 3-stage plant disease classifier (PlantID → Health → Disease). 99.9 / 99.7 / 99.1 % per stage across 31,616 images. PyTorch · ViT · DINOv2 · ConvNeXt · Grad-CAM.

  2. b2b-sales-lead-multi-agent-pipeline-showcase b2b-sales-lead-multi-agent-pipeline-showcase Public

    Showcase: 4-agent B2B sales-lead pipeline at Datalogue. ~50% manual research workload cut. Python · Streamlit · Agno · OpenAI · Gemini · PostgreSQL.

  3. seminar-bankruptcy-prediction seminar-bankruptcy-prediction Public

    Econometric analysis of bankruptcy prediction across Polish, Taiwan, and American datasets

    Python 1

  4. java-Capston-Project-fullstack-recipes-app java-Capston-Project-fullstack-recipes-app Public

    TypeScript 1

  5. Capstone-OTTO-Multi-Objective-Recommender-System Capstone-OTTO-Multi-Objective-Recommender-System Public

    Jupyter Notebook 4 1