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Building production ready AI
💭
Building production ready AI
  • Casablanca, Morocco

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@INSEAInnovationEdge @Chouafa

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Strifee/README.md

Hi, I'm Elmehdi SOUMMER 👋

AI Software Engineer, Attijari IT Africa — Casablanca 🇲🇦

I build AI that actually works outside a notebook.

Anyone can train a model. I focus on the full picture — data pipelines, model serving, and production monitoring — making sure the whole thing runs reliably when it matters. Currently: real-time fraud detection across 15 international banking subsidiaries, including the fun part nobody talks about — what to do when you have no labeled data yet.

What I'm building

Project What it does Stack
fraudDetect Real-time credit-card fraud pipeline, recall optimized, PyTorch model (0.97 AUC-ROC) + XGBoost confirmation layer, streaming via Kafka PyTorch, Kafka, MLflow, FastAPI, Docker
Regulatory RAG Assistant Bilingual FR/EN Q&A over French financial regulation (AMF) with article level citations FAISS, LLMs, FastAPI, Gradio
arabic2english From scratch PyTorch Transformer for Arabic→English translation (⭐ 26) PyTorch, Transformers, NLP

Core stack

Python PyTorch LLMs / RAG Kafka MLflow FastAPI Docker XGBoost SQL — plus Java / Spring Boot when the job needs shipping.

Reach me

Pinned Loading

  1. CompliGuard CompliGuard Public

    RAG agent for financial regulatory compliance

    Python

  2. fraudDetect fraudDetect Public

    Real time fraud detection pipeline

    Python

  3. arabic2english arabic2english Public

    Arabic to English machine translation with Transformers and Pytorch

    Jupyter Notebook 27 6

  4. offensive_Arabic offensive_Arabic Public

    Arabic offensive speach detector with Arabic BERT and Pytorch

    Jupyter Notebook 3

  5. Sentiment_analysis Sentiment_analysis Public

    Sentiment Classifier built with Bert and Pytorch

    Jupyter Notebook 6