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silvaxxx1/README.md

๐Ÿ‘‹ Mohammed "Silva" Sedeg

AI Engineer & Researcher | Founder of SAiR | Building AI for Africa


Portfolio LinkedIn Email GitHub


Profile Views Location Remote PhD


๐ŸŽฏ Who I Am

I'm an AI Engineer & Researcher on a mission to democratize artificial intelligence and build Sudan's AI ecosystem. As Founder of SAiR (Sudanese Artificial Intelligence Research Organization), I'm empowering the next generation of African AI talent through accessible education and hands-on mentorship.

What Drives Me:

  • ๐Ÿš€ Building production-grade AI systems that scale from research to real-world impact
  • ๐Ÿ‡ธ๐Ÿ‡ฉ Democratizing AI education across Sudan and Africa through SAiR
  • ๐ŸŽ“ Training 200+ students in practical AI/ML skills
  • ๐Ÿ’ก Creating open-source tools that accelerate AI development

๐Ÿ› ๏ธ Technical Expertise

๐Ÿง  Large Language Models

expertise = {
    "Training": ["DeepSpeed ZeRO", "DDP", "FSDP"],
    "Fine-tuning": ["LoRA", "QLoRA", "RLHF", "DPO"],
    "Optimization": ["Quantization", "GPTQ", "AWQ"],
    "Deployment": ["RAG", "vLLM", "TGI"],
    "Results": ["+15% accuracy", "-70% cost"]
}

Tech Stack: PyTorch โ€ข Transformers โ€ข DeepSpeed โ€ข LangChain

๐Ÿ‘๏ธ Computer Vision & Edge AI

expertise = {
    "Detection": ["YOLO", "Detectron2", "Real-time"],
    "Segmentation": ["SAM", "Mask R-CNN"],
    "Optimization": ["TensorRT", "ONNX", "Pruning"],
    "Edge": ["Jetson", "TFLite", "Mobile"],
    "Results": ["60-80ms inference", "-40% size"]
}

Tech Stack: PyTorch โ€ข TensorFlow โ€ข OpenCV โ€ข TensorRT


๐Ÿ‡ธ๐Ÿ‡ฉ SAiR Initiative โ€“ Building Sudan's AI Future

Founder & CEO of SAiR (Sudanese Artificial Intelligence Research Organization)

Bridging the AI skills gap and empowering African innovators

๐Ÿ“Š Impact at a Glance

๐Ÿ‘ฅ 200+ Active Learners    ๐Ÿ“š 3 Complete Modules    ๐Ÿš€ 15+ Real Projects
โœ… 85% Completion Rate    ๐ŸŒ 5 African Countries    ๐Ÿ’ฏ 100% Free Access

๐ŸŽฏ What We're Building

Education โ†’ Free AI/ML courses with practical, project-based learning
Community โ†’ Weekly sessions, mentorship, and peer collaboration
Innovation โ†’ Research initiatives solving local African challenges

๐Ÿ”— Join Us: SAiR GitHub | Telegram Community


๐Ÿ’ผ Professional Highlights

๐Ÿค– Freelance AI/LLM Engineer | 2023 โ€“ Present

Building scalable LLM systems from training to deployment:

  • ๐Ÿ—๏ธ Designed enterprise RAG systems with multi-provider LLM factory
  • โšก Scaled training pipelines using DeepSpeed and PyTorch DDP
  • ๐ŸŽฏ Fine-tuned LLaMA, GPT-J, Falcon with cost-efficient methods
  • ๐Ÿš€ Deployed quantized LLMs achieving 3ร— faster inference
  • ๐Ÿ’ผ Built OCR pipelines for fintech KYC automation

๐Ÿ‘๏ธ AI Engineer, Computer Vision | 2024 โ€“ 2025 | Turkey

Optimizing CV models for edge deployment:

  • โšก Achieved 60-80ms real-time inference on Jetson/RasPi
  • ๐Ÿ“‰ Reduced model size by 40-60% via quantization/pruning
  • ๐Ÿค– Built automated labeling workflows with VLM augmentation
  • ๐ŸŽฏ Deployed YOLOv8 detector with 85-90% mAP in production
  • ๐Ÿ”ง Created resilient pipelines with monitoring and failover

๐Ÿ‘จโ€๐Ÿซ AI Instructor & SAiR Founder | 2022 โ€“ Present

Mentoring next-gen AI engineers and democratizing education:

  • ๐Ÿ† Led competition teams at Teknofest (national AI/robotics)
  • ๐Ÿ“š Teaching AI/ML fundamentals to 200+ students
  • ๐Ÿ‡ธ๐Ÿ‡ฉ Founded SAiR to build Sudan's AI ecosystem
  • ๐Ÿ”ฌ Guiding research projects from ideation to deployment

๐Ÿ† Featured Projects

๐Ÿง  MyLLM101

Complete LLM development framework

End-to-end pipeline teaching LLM fundamentals:

  • Custom GPT-2 & LLaMA implementations
  • RLHF, SFT, DPO alignment
  • Quantization (GGUF, AWQ, GPTQ)
  • Memory-efficient training (LoRA/QLoRA)

Used to teach 200+ SAiR students

PyTorch Transformers RLHF DeepSpeed

๐Ÿ” RagApp

Production-ready RAG system

Enterprise RAG framework powering real solutions:

  • Multi-provider LLM factory
  • Database-agnostic vector storage
  • FastAPI + Docker deployment
  • CI/CD ready with monitoring

Powers client solutions and SAiR demos

FastAPI PostgreSQL Qdrant LangChain

๐ŸŽ“ SAiR Courses

Free AI curriculum for African learners

Complete AI/ML education materials:

  • Python fundamentals
  • Machine learning essentials
  • Deep learning projects
  • Real-world applications

Python ML DL Education

๐Ÿงฎ SilvaXNet

Deep learning from scratch

Educational DL framework built from first principles:

  • Pure NumPy/CuPy implementations
  • Custom autograd engine
  • Teaching tool for fundamentals

NumPy CuPy Autograd Education

๐Ÿ“š More Projects: PAPER2CODE โ€ข TF2 Object Detection Pipeline


๐Ÿ“Š GitHub Stats

GitHub Streak Trophies

๐ŸŽ“ Education

๐ŸŽ“ PhD Candidate โ€“ Mechatronics & AI | Karabรผk University | 2024 โ€“ Present
Focus: Vision-Language Models, Edge AI, African AI Applications

๐ŸŽ“ M.Sc. โ€“ Mechatronics Engineering | Karabรผk University | 2023
Specialization: Deep Learning, Computer Vision, Embedded ML

๐ŸŽ“ B.Sc. โ€“ Electrical Engineering | Sudan University | 2016

๐Ÿ“œ Certifications: View All


๐Ÿ› ๏ธ Tech Stack

Core AI
Python PyTorch TensorFlow JAX

LLMs & GenAI
Hugging Face LangChain DeepSpeed

Computer Vision
OpenCV YOLO Roboflow

MLOps & Deployment
Docker FastAPI TensorRT ONNX

Data & Vector Stores
PostgreSQL Qdrant


๐Ÿค Let's Collaborate

I'm passionate about projects that create meaningful impact. Let's connect if you're working on:

๐Ÿข For Organizations
Production AI systems โ€ข Model optimization โ€ข MLOps infrastructure โ€ข AI education programs

๐Ÿ”ฌ For Researchers
LLM innovations โ€ข Distributed training โ€ข Model compression โ€ข Reproducible research

๐ŸŒ For Everyone
Open source AI tools โ€ข Social impact applications โ€ข Knowledge sharing โ€ข SAiR partnerships


๐Ÿ“ฌ Get In Touch

Let's build the future of AI together

Email LinkedIn Portfolio SAiR


๐Ÿ“ Currently Available For:

๐Ÿš€ Full-time AI Engineering
๐Ÿ’ผ Consulting Projects
๐Ÿค Research Collaborations
๐ŸŽฏ Technical Advisory
๐Ÿ‡ธ๐Ÿ‡ฉ SAiR Partnerships


โญ๏ธ From Mohammed "Silva" Sedeg โ€“ Building AI for Everyone

๐Ÿ‡ธ๐Ÿ‡ฉ Founder of SAiR | ๐Ÿš€ AI Engineer | ๐ŸŒ Democratizing AI in Africa

Pinned Loading

  1. MyLLM MyLLM Public

    "LLM from Zero to Hero: An End-to-End Large Language Model Journey from Data to Application!"

    Jupyter Notebook 141 30

  2. RagApp RagApp Public

    Python 7 3

  3. SilvaXNet SilvaXNet Public

    Config files for my GitHub profile.

    Python

  4. HandsOnLLMs HandsOnLLMs Public

    Jupyter Notebook

  5. PAPER2CODE PAPER2CODE Public

    paper2code: This repository focuses on building deep learning models from scratch by directly implementing algorithms from research papers. It includes implementations of various architectures , alโ€ฆ

    Python 7 2

  6. Automated-Pipeline-for-Inference-and-Fine-Tuning-Using-TensorFlow-2-Object-Detection-API Automated-Pipeline-for-Inference-and-Fine-Tuning-Using-TensorFlow-2-Object-Detection-API Public

    Python