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deep-matter/README.md

👋 Hi, I'm Youness El Brag

Lead AI Engineer | LLM Specialist | Distributed AI Systems

Typing SVG


🚀 Currently Working On

  • Leading AI team at Aila (Riyadh, KSA) developing autonomous AI agents for personalized e-learning
  • Fine-tuning LLMs like DevStral for automated bug localization with state-of-the-art performance
  • Building GraphRAG systems with multi-agent architectures for enhanced semantic retrieval
  • Scaling FAISS databases with distributed HNSW/IVF indices for 1M+ embeddings

🎯 Recent Achievements

  • 🏆 Outperformed DeepSeek R1 with DevStral fine-tuning: MAP 0.654, MRR 0.720
  • 3.56ms query latency on distributed vector databases with 1M+ embeddings
  • 📈 +32% improvement in semantic retrieval using Self-Reflection + GraphRAG
  • 🔬 Published 4+ research papers in medical AI and computer vision

Connect with me:


🛠 Tech Stack

Core Languages & Frameworks

Python  PyTorch  Rust  C++  JavaScript 

LLM & AI Stack

LangChain  HuggingFace  vLLM  DeepSpeed  LlamaIndex 

ML & Data Science

TensorFlow  NumPy  Pandas  OpenCV 

Infrastructure & DevOps

Docker  Kubernetes  Azure  GCP  FastAPI 

Tools & Development

Git  VSCode  Linux  MLflow 


💼 Experience Highlights

🔹 Lead AI Engineer @ Aila (Riyadh, KSA) May 2025 - Present

  • Leading autonomous AI agent development for personalized e-learning platforms
  • Architecting scalable AI systems for educational technology

🔹 Senior ML Engineer @ AiGot (PISA, Italy) Jan 2024 - May 2025

  • Fine-tuned DevStral-Small-2505 outperforming DeepSeek R1 across all metrics
  • Built distributed graph extraction pipeline processing 3-4 repos daily (1,077+ repos total)
  • Implemented GraphRAG-based multi-agent systems improving retrieval by +32%
  • Scaled FAISS vector databases achieving 3.56ms query latency on 1M+ embeddings

🔹 AI Research Engineer @ Allied Medical Sciences May 2022 - July 2024

  • Developed FFPE (Fast Fourier Positional Encoding) for weakly supervised learning
  • Built attention-based neural networks achieving 86% Dice score in segmentation
  • Created tools for medical image processing with 1000 samples/2min throughput

📊 Comprehensive GitHub Analytics

🔥 GitHub Streak Stats

GitHub Streak Stats

📈 Detailed GitHub Statistics

🏆 GitHub Profile Trophy

GitHub Trophies

📊 Contribution Activity Graph

Activity Graph

🔍 Additional Profile Metrics

Repos per Language Most Commit Language
Stats Productive Time

📅 Detailed Profile Summary

Profile Details

🎯 Key Metrics Summary

🔸 Coding Focus Areas:

  • AI/ML Development: PyTorch, TensorFlow, HuggingFace
  • LLM Engineering: Fine-tuning, RAG Systems, Multi-Agent AI
  • Systems Programming: Rust, C++, Distributed Computing
  • Research: Computer Vision, Medical AI, Graph Neural Networks

🔸 Professional Impact:

  • 7+ Years Python expertise with enterprise-scale deployments
  • 1M+ Embeddings processed in distributed vector databases
  • MAP 0.654, MRR 0.720 achieved in DevStral fine-tuning
  • 32% Improvement in semantic retrieval performance

🐍 Contribution Snake


Popular repositories Loading

  1. ViT-Pytorch ViT-Pytorch Public

    this is Implementation of Transfomrers Numpy Version from Scratch which all LLM based on have abetter understaning cam help to build this type of model in right concept

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    Protoflio Perssonal Github

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  3. Agent-Analyzier Agent-Analyzier Public

    Design and develop an advanced Agent-based instructor capable of Analysis DataFrame and handling the Coding Stage of Complex tasks of Statistic and do Virtualization

  4. Multi-task--APCNN Multi-task--APCNN Public

    unofficial Implementation paper Multi-task CNN Model for Attribute Predictio by Abrar H. Abdulnabi,

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  5. LLM-from-Ground LLM-from-Ground Public

    the project include re-building LLM from scratch by understanding how does Transfomer work in-depth and coding from ground step-by-step including FSDP Pipeline

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  6. Speech-Ora Speech-Ora Public

    Real Stream Speech-To-Speech based on Hugging Face Open Sources Model GPT-4o

    Python