Welcome to my portfolio

Mohamed Ballouch

Generative AI Consultant & Machine Learning Engineer

About Me

Mohamed Ballouch - AI Engineer and Consultant

Transforming Businesses Through AI Innovation

I'm a Generative AI Consultant with 5+ years of experience developing and deploying AI solutions across academia and industry. I specialize in Large Language Models, RAG systems, and enterprise AI solutions, focusing on transforming business operations through intelligent automation.

Currently working at Exakis Nelite, I architect cutting-edge AI systems that combine OCR, LLMs, and advanced RAG capabilities to solve complex business challenges. My expertise spans cloud-based machine learning, NLP, and deep learning with extensive experience in TensorFlow, LangChain, and Azure/AWS platforms.

5+
Years Experience
20+
AI Projects
2
Publications

Technical Skills

AI/ML Frameworks

TensorFlow/Keras PyTorch Hugging Face Scikit-learn NumPy Pandas

LLMs & Generative AI

OpenAI GPT Anthropic Claude LangChain LlamaIndex RAG Systems Prompt Engineering

Cloud & MLOps

AWS SageMaker Azure ML Docker Kubernetes Jenkins GitLab CI/CD

Databases & Tools

Pinecone ChromaDB MongoDB Redis FastAPI Gradio

Professional Experience

Feb 2025 - Present

Generative AI Consultant

Exakis Nelite - Casablanca, Morocco
  • Architected end-to-end RPA pipeline combining OCR and LLM technologies achieving 95% extraction accuracy
  • Designed privacy-first Azure-based conversational AI platform with advanced RAG capabilities
  • Built intelligent agent framework with tool-calling capabilities for enterprise environments
  • Enhanced RAG systems with advanced embedding strategies and semantic chunking
Jan 2024 - Jan 2025

Senior Machine Learning Engineer

DXC Technology - Casablanca, Morocco
  • Spearheaded enterprise-scale LLM deployment for insurance sector
  • Achieved 20% improvement in RAG system accuracy through advanced reranking algorithms
  • Engineered multimodal LLM capabilities for text and image processing
  • Built comprehensive evaluation infrastructure for RAG solutions
Dec 2020 - Dec 2023

Data Scientist & ML Engineer

BlackStone Eit - Seattle, WA
  • Architected production-grade ML models on AWS and Azure with robust MLOps practices
  • Developed enterprise archive digitalization system using Azure Video Indexer
  • Built GPT-powered chatbot with LangChain and vector databases
  • Implemented advanced image segmentation for satellite imagery analysis

Featured Projects

Multimodal LLM for Chart Analysis

Engineered a production-ready AI system combining computer vision and NLP for automated chart analysis, providing detailed textual descriptions and actionable insights from complex visual data.

Python Claude API LangChain Computer Vision

Customer Churn Prediction AI

Built end-to-end ML pipeline for telecom customer churn prediction using ensemble methods and deep learning, processing 7000+ customer records with real-time inference capabilities.

PyTorch Neural Networks MLOps Pandas

Intelligent Social Media Extraction

Developed scalable web scraping infrastructure for comprehensive Facebook data extraction, including post analytics, engagement metrics, and multimedia content processing.

Python Selenium BeautifulSoup Data Pipeline

Advanced Topic Modeling with BERTopic

Implemented state-of-the-art topic discovery system using BERT embeddings and advanced clustering algorithms for large-scale text analysis and insight extraction.

BERTopic BERT UMAP Advanced NLP

Publications

Enhancing Control in Manufacturing and Microgrid Systems: Deep Reinforcement Learning with Double Q-Learning

2023 14th International Conference on Intelligent Systems: Theories and Applications (SITA), Casablanca, Morocco, 2023

View Paper

Forecasting Call Center Arrivals Using Machine Learning

Osmaniye Korkut Ata University Journal of Natural and Applied Sciences, vol. 4, no. 1, pp. 96–101, 2021

View Paper

Education

PhD Candidate

Data Science and Machine Learning

INPT, Rabat

Jan 2023 - Present

Engineering Degree

Computer Science

INPT, Rabat

Sept 2016 - Dec 2019

Exchange Semester

Computer Engineering

ÇUKUROVA University, Turkey

Sept 2018 - Feb 2019

Get In Touch

I'm always interested in discussing new opportunities, AI projects, or potential collaborations. Feel free to reach out!

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