About Sami
French
Native or bilingual
English
Fluent
Arabic
Native or bilingual
Experience
- Swiss LifeAI/MLOps EngineerDecember 2023 - Today (2 years and 6 months)Paris, FranceDesign and deployment of scalable AI and MLOps solutions for knowledge management and enterprise searchapplications.• Selection and evaluation of LLMs and frameworks for Retrieval-Augmented Generation (RAG) and documentintelligence use cases.• Development of data pipelines for document ingestion, chunking, post-processing, embedding, and vectorization.• Implementation and benchmarking of retrieval techniques, including embedding-based, keyword-based, and hy-brid search strategies.• Performance evaluation of models based on quality, relevance, latency, and cost-effectiveness to optimize AI-driven solutions.
- Orange BusinessAI/MLOps EngineerSeptember 2022 - April 2024 (1 year and 7 months)Paris, FranceAI for Telecom Infrastructure Investment Optimization :• Analysis of network and geomarketing data for different sites in different countries to make optimal decisions for new deployment sites.• Analysis of socio-economic and demographic data to optimize coverage and reduce churn rate.• Building pipelines from data processing to model development and evaluation.• Application of MLOps standards, including model management, experiment traceability, and process streamlining.
- CegidData ScientistMarch 2019 - April 2022 (3 years and 1 month)Paris, FranceAutomatic Generation of Financial Statements from Invoices:• Automatic recognition of accounting documents performed by artificial intelligence combining Machine Learning and Deep Learning.• Collaboration with the rest of the team to define the product roadmap.• Evolution of existing Deep Learning and Machine Learning models (image processing, NLP...).Ecole supérieure d'ingénieurs de recherche en matériaux et en InfoTronique (ESIREM)
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