Applied AI Engineer · MLOps · NLP Research
Final-year Engineering Student @ SUPCOM
- Applied AI & NLP Systems
- MLOps & Model Deployment
- LLM Fine-Tuning & Pretraining
- Cloud Infrastructure & DevOps
- AI for Software Engineering
🔬 End-of-Studies Research Project @ PCP Consulting
Pretraining a 100M-parameter domain-specific SLM from scratch for DevOps automation — LLaMA architecture, custom BPE tokenizer (GPT-2/StarCoder/SantaCoder literature), split AdamW+Muon optimizer, BOS-aligned sequence packing, compute-optimal tokens-to-params ratio of 10.5.
Systematic investigation of LoRA and QLoRA for domain adaptation under constrained compute. 4-bit quantization (bitsandbytes), PEFT, Unsloth. Full analysis documented.
→ Kaggle Notebook
Multi-agent CI/CD security analysis system built with LangChain + LangGraph. FastAPI backend integrated directly into Jenkins pipelines.
→ GitHub Repo
End-to-end automated Kubernetes cluster deployment on Azure using IaC — Terraform for provisioning, Ansible for configuration, Jenkins pipelines for orchestration.
→ GitHub Repo
End-to-end data pipeline: scraping, parsing, normalising technical documentation (AWS, Azure, GCP, Kubernetes, Terraform). Multi-layered quality validation + synthetic data generation via Qwen 2.5 Coder on GCP Vertex AI.
Languages Python · C/C++ · SQL · Bash
ML / NLP PyTorch · Hugging Face · LLM Pretraining · BPE Tokenization · PEFT · RAG
AI Frameworks LangChain · LangGraph
Cloud/DevOps GCP Vertex AI · Docker · Jenkins · FastAPI · Git · Kubernetes · Terraform · Ansible
- 🥇 Ranked 27th — Tunisian Collegiate Programming Contest (TCPC) 2024
- 🏅 Ranked 30th — Tunisian Collegiate Programming Contest (TCPC) 2025
