Avner EL BAZ

Avner EL BAZ

AI Engineer & Data Scientist

VIE Program Target (Starting Oct. 2026) | ENSAE Paris Graduate

Executive Summary

Specialized in accelerating machine learning inference workflows, optimizing high-dimensional RAG state spaces, and maintaining system integrity through defensive AI architectures. My methodology matches deep mathematical rigor from ENSAE Paris with close-to-metal processing implementations.

Professional Experience

AI Engineer Apprentice
2025 - Present
Société Générale Assurance

Orchestrating advanced RAG validation framework configurations, implementing Determinantal Point Processes (Sgbot evaluation), and deploying automated pipelines via Kedro/MLflow layers.

Data Scientist Intern
June - Oct 2025
IGAS (Gov. Inspection)

Modeled territorial hospital clustering boundaries using HDBSCAN and UMAP projections. Automated low-latency regional map rendering engines using standard Mapbox frameworks.

IT Security Assistant
Summer 2024
Télécom Paris

Executed behavior isolation setups for runtime binary malware logging (WannaCry). Configured sandboxed authorization services using standalone Django stacks.

Education

MSc in Data Science
2023 - Present
ENSAE Paris

Advanced concentration profiles covering Deep Learning mechanics, Natural Language Parsing, Bayesian framework computation paradigms, and Optimal Transport.

Classes Préparatoires MP*
2020 - 2023
EMC2 Hadamard

Intensive foundational research training across Theoretical Linear Algebra, Classical Physics, and structured algorithmic execution routines.

Mathematics Examiner
2024 - 2025
EMC2 Hadamard

Coached, developed, and graded rigorous oral examinations focusing on High-Dimensional Analytics and Mathematical Real Analysis sequences.

Technical Core Stack

<Languages>

Python, Cython, SQL, R, JavaScript, C2 French, B2+ English

<ML & Frameworks>

PyTorch, Scikit-Learn, Transformers, Pandas, DuckDB, Geopandas

<MLOps & Infra>

Docker, MLflow, Kedro, Git, LakeFS, Airflow, Argo CD

<Interfaces>

FastAPI, Streamlit, Django, Mapbox, HTML/CSS

Initiate Technical Collaboration

avner.elbaz@ensae.fr