I'm a Moroccan engineer passionate about building intelligent systems from the mathematical foundation up to real-world deployment.
I work at the intersection of:
- Machine Learning & Deep Learning
- Retrieval-Augmented Generation (RAG) & Model Fine-Tuning
- Computer Vision & OpenGL Graphics / Rendering
- Backend Systems (Spring Boot, Node, Laravel)
- Modern Frontend (React, Angular)
I enjoy implementing models from scratch, not just using libraries.
I like to understand the math before the code.
| Domain | Focus |
|---|---|
| ML Fundamentals | Linear & Polynomial Regression, SVMs, Decision Trees, Bayesian Models, Clustering, Dimensionality Reduction |
| Deep Learning | Neural Networks built from scratch, CNNs, RNNs, Transformers, Attention Mechanisms |
| Frameworks | TensorFlow, PyTorch, Keras, ONNX |
| Model Specialization | Fine-tuning, LoRA, PEFT, Quantization, RAG Pipelines, Text Embeddings |
| Computer Vision | Image Preprocessing, Face Recognition, Detection Models, Data Augmentation |
| Graphics / Engines | OpenGL, GLSL Shaders, RayMarching experiments, Game loop & physics logic |
| Algorithms | Genetic Algorithms, Optimization heuristics, Graph Search, Reinforcement Learning fundamentals |
| Software Engineering | Clean architecture, domain-driven design, REST APIs, multi-module systems |
C++, Python, Java, Kotlin, JavaScript, TypeScript, PHP
- ML / DL: PyTorch, TensorFlow, Scikit-Learn, HuggingFace
- Backend: Spring Boot, Node.js, Express, Laravel
- Frontend: React, Angular, TailwindCSS
- Databases: PostgreSQL, MySQL, MongoDB, Firebase
- DevOps: Docker, GitHub Actions
- OpenGL
- GLSL shaders
- SFML
- Multithreading & memory management in C++
- Building RAG pipelines with vector databases and custom embeddings
- Fine-tuning LLMs for domain-specific reasoning
- Implementing OpenGL learning journey (3D camera, meshes, lighting, shaders)
- Strengthening model optimization and deployment workflows
Machine Learning & Deep Learning TensorFlow · PyTorch · Scikit-Learn · HuggingFace · RAG Pipelines · LoRA & PEFT · Transformers
Mathematical & Theoretical Foundation Optimization · Linear Algebra · Probability · Bayesian Reasoning · Model Evaluation · Feature Engineering
Computer Vision OpenCV · Preprocessing · Detection Models · Embeddings · Augmentation
Graphics / Game / Low-Level OpenGL · GLSL · Raymarching · SFML · C++ Performance Optimization
Full-Stack Engineering Spring Boot · Node.js · Express · Laravel · Angular · React · REST APIs · Clean Architecture
Databases PostgreSQL · MySQL · MongoDB · Firebase (Auth + Storage + RTDB)
DevOps & Tools Docker · GitHub Actions · Linux · Bash
"Build systems that think — not just code that runs."