Mohamed El

• 𝗜𝗔 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗠𝗶𝘀𝘀𝗶𝗼𝗻𝘀
- Development of a Generative AI tools customized to support user needs (Chatbot, RAG, summarize).
o Design of the tool's architecture (Data, DB, Packages, OS LLM Model, application Backend, Front).
o Integration of the RAG (Data ingestion, embedding, retriever, generation, evaluation).
o Development of additional layers to adapt to user needs.
• 𝗦𝗺𝗮𝗿𝘁 𝗚𝗿𝗶𝗱 𝗠𝗶𝘀𝘀𝗶𝗼𝗻𝘀
- Optimization of the management of electrical networks (Resulting in better than human performance).
o Technical solution combining GNN and RL for better scalability.
o Development of a Django application for the product.
o Participation in pre-sales activities.
• 𝗟𝗲𝗮𝗱𝗶𝗻𝗴 & 𝗗𝗲𝘃𝗢𝗽𝘀 𝗠𝗶𝘀𝘀𝗶𝗼𝗻 (10%)
- Development of a financial management application for a network of charging stations.
o Acting as the project owner's assistant (AMOA) on this project.
o Managing the MySQL architecture and DevOps aspects.
• 𝗢𝘁𝗵𝗲𝗿 𝘀𝘂𝗯𝗷𝗲𝗰𝘁𝘀 (10%)
- Responses to AI and energy tenders.
- Follow up & support for data consultants in their missions.
- Building POCs and quick Prototyping
- Share AI culture & proposal of internal AI topics.
- Sponsorship: Leading workshops to raise awareness about technologies.
• 𝗜𝗔 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗠𝗶𝘀𝘀𝗶𝗼𝗻𝘀 - Development of a Generative AI tools customized to support user needs (Chatbot, RAG, summarize). o Design of the tool's architecture (Data, DB, Packages, OS LLM Model, application Backend, Front). o Integration of the RAG (Data ingestion, embedding, retriever, generation, evaluation). o Development of additional layers to adapt to user needs. • 𝗦𝗺𝗮𝗿𝘁 𝗚𝗿𝗶𝗱 𝗠𝗶𝘀𝘀𝗶𝗼𝗻𝘀 - Optimization of the management of electrical networks (Resulting in better than human performance). o Technical solution combining GNN and RL for better scalability. o Development of a Django application for the product. o Participation in pre-sales activities. • 𝗟𝗲𝗮𝗱𝗶𝗻𝗴 & 𝗗𝗲𝘃𝗢𝗽𝘀 𝗠𝗶𝘀𝘀𝗶𝗼𝗻 (10%) - Development of a financial management application for a network of charging stations. o Acting as the project owner's assistant (AMOA) on this project. o Managing the MySQL architecture and DevOps aspects. • 𝗢𝘁𝗵𝗲𝗿 𝘀𝘂𝗯𝗷𝗲𝗰𝘁𝘀 (10%) - Responses to AI and energy tenders. - Follow up & support for data consultants in their missions. - Building POCs and quick Prototyping - Share AI culture & proposal of internal AI topics. - Sponsorship: Leading workshops to raise awareness about technologies.
Skills: Prompt Engineering · Transformers · Project Management · graph neural network · Reinforcement Learning · Linux · DevOps · Machine Learning · Web Services API · SQL · Artificial Intelligence · PyTorch · MLOps · Natural Language Processing (NLP) · Python · Databases · Generative AI · LangChain · Amazon Web Services (AWS) · MLflow · Python (Programming Language) · Product Management · Deep Learning · Continuous Integration and Continuous Delivery (CI/CD) · Openai · Data Science · Fine Tuning · ChatGPT · Django · FastAPI · Amazon Bedrock · AWS SageMaker · Docker · HuggingFace · Llamaindex · PyG · Flask · Embedding · Ragas

• Development of the RAG documentary research project for technical documentation.
- Development of structured ingestion modules for complex documentation.
- Development of vector database management modules (OpenSearch).
- Development of advanced RAG techniques for tagging, contextualization, pre-filtering, etc.

• Development of the incident ticket duplication project.
• Development of new modules and features on Dataiku.
• Development of the Generative AI platform on AWS with the DE team.
- LLM Gateway, Opensearch, Observability, Evaluation

Technical stack: Python, API, SQL, Flask, Docker, Bitbucket,Dataiku, Jankins, AWS (Sagemaker, Bedrock, Jumpstart..) , LiteLLM, Opik comet, MLflow, Streamlit, Linux,,OpenAI, HuggingFace, Langchain, Llamaindex, Docling, Embedding, Ragas.