Mourad NASRI
Epone
Summary
AI/ML & GenAI Architect with 15+ years of experience delivering production-grade AI and data platforms across banking, telecom, energy, and enterprise IT. Proven track record of designing end-to-end AI/ML and GenAI systems—from data foundations and feature engineering to MLOps/LLMOps, governance, and secure deployment—in regulated, large-scale environments. Combines strong scientific foundations with hands-on execution to drive measurable business outcomes, including improved decision-making, risk reduction, and accelerated AI adoption across AWS, Azure, GCP, and hybrid on-prem architectures.
Overview
14
14
years of professional experience
1
1
Certification
Work History
Senior AI, Cloud & Enterprise Architect
Société Générale
Paris, France
05.2024 - 12.2025
- Defined and executed enterprise AI/GenAI strategy in a regulated banking environment.
- Designed end-to-end AI/ML & GenAI architectures (data → features → models → MLOps/LLMOps).
- Led adoption of Azure ML, Azure OpenAI, AWS SageMaker, AWS Bedrock.
- Established AI governance frameworks (model lifecycle, explainability, auditability).
- Architected secure GenAI platforms (RAG, vector stores, agent systems).
- Delivered reference architectures and operating models for enterprise AI.
Key Initiatives
- VirtuArch™ – GenAI-powered Virtual Enterprise Architect
- FinML-Platform™ – Bank-wide AI/ML & GenAI Operating Platform
Principal Solutions Architect Level 6
Amazon Web Services
Paris, France
07.2022 - 03.2023
- Acted as Principal AI/ML & GenAI advisor for enterprise customers.
- Designed production-grade AI/ML and GenAI platforms on AWS.
- Led strategic PoCs accelerating adoption of SageMaker, Bedrock, OpenSearch.
- Mentored architects and influenced customer AI roadmaps.
Flagship Projects
- NewsTrust-RAG™ – Partner risk intelligence using Reuters news (GenAI RAG).
- TradeSphere-AI™ – GenAI-powered energy trading decision support.
- TradeData-Foundry™ – Greenfield data & AI platform for trading BU.
Data Architect
Balenciaga
Paris, France
01.2021 - 06.2022
- Designed and delivered modern cloud data platform on GCP.
- Migrated EDW (Oracle/MicroStrategy) to BigQuery & Power BI.
- Implemented CI/CD, data modeling, and analytics pipelines.
Technical Lead Big Data / AI
Société Générale
Paris, France
07.2018 - 12.2020
- Built on-prem data & analytics platforms for accounting certification and audit.
- Enabled early ML use cases (regression, clustering, anomaly detection).
- Delivered explainable analytics for finance and audit teams.
Data & Network Analytics Roles
Huawei/Orange Tunisia
Tunisia
01.2012 - 06.2018
- Developed data-driven QoS and performance models for 2G/3G/4G networks.
- Applied classical ML algorithms (regression, SVM, clustering, PCA).
- Built large-scale analytics pipelines for telecom KPIs.
Education
Master of Science - Telecommunications And Network Security
High School of Communications of Tunis
Tunisia06-2010
Skills
AI & Machine Learning: Machine Learning (Regression, Classification, Clustering), Explainable AI, Time-Series Analysis
Generative AI : LLMs, Retrieval-Augmented Generation (RAG), LLM-based Agents, Prompt Engineering
Data Science : Statistical Modeling, Feature Engineering, Model Evaluation
MLOps / LLMOps : MLflow, Model Deployment & Monitoring, CI/CD for ML
Programming & Frameworks : Python, SQL, scikit-learn, PyTorch, TensorFlow
Data & Platforms : Spark, Kafka, Data Lakes, Feature Pipelines
Cloud AI Platforms : AWS (SageMaker, Bedrock), Azure (Azure ML, Azure OpenAI), GCP (Vertex AI)
Architecture & Governance : Enterprise AI Architecture, Security, Model Governance
Domains : Telecom, Financial Services, Energy Trading
Certification
AWS Certified Machine Learning - Specialty
AWS Certified Solutions Architect - Professional
AWS Certified Solutions Architect - Associate
GCP Professional Data Engineer Certification
Professional Cloud Networking Engineer Certification
Professional Cloud Security Engineer Certification
Azure Fundamentals AZ900
Azure Admin Associate AZ104
Languages
English
Bilingual or Proficient (C2)
French
Bilingual or Proficient (C2)
Arabic
Bilingual or Proficient (C2)
German
Upper intermediate (B2)
Timeline
Senior AI, Cloud & Enterprise Architect
Société Générale
05.2024 - 12.2025
Principal Solutions Architect Level 6
Amazon Web Services
07.2022 - 03.2023
Data Architect
Balenciaga
01.2021 - 06.2022
Technical Lead Big Data / AI
Société Générale
07.2018 - 12.2020
Data & Network Analytics Roles
Huawei/Orange Tunisia
01.2012 - 06.2018
Master of Science - Telecommunications And Network Security
High School of Communications of Tunis
SCIENTIFIC CONTRIBUTIONS
1. WCDMA Mean User Throughput Prediction Using Linear Regression Algorithm
o IEEE 2019 22nd Conference on Innovation in Clouds, Internet and Networks and Workshops (ICIN),
o Proposed and validated a linear regression–based model to predict mean user throughput in WCDMA networks, demonstrating how explainable statistical learning can be used to model radio performance KPIs in operational telecom environments.
2. LTE QoS Parameters Prediction Using Multivariate Linear Regression Algorithm
o IEEE 2019 22nd Conference on Innovation in Clouds, Internet and Networks and Workshops (ICIN),
o Introduced a multivariate linear regression approach for predicting LTE QoS parameters, highlighting the effectiveness of classical ML models for performance prediction, KPI correlation analysis, and network optimization.