About Laziz
French
Native or bilingual
English
Fluent
Experience
- LITIS & Malakoff HumanisData Scientist — CIFRE Thesis in Document AIFebruary 2023 - May 2026 (3 years and 3 months)Paris, FranceCarried out an industrial CIFRE thesis in artificial intelligence applied to automatic document processing, combining Computer Vision, NLP, OCR, generative models, model evaluation, and industrialization-oriented constraints.Designed end-to-end models for document analysis, particularly for OCR, information extraction, and complex table understanding. Worked on multimodal approaches capable of jointly predicting the text, structure, and layout of documents.Contributed to several industrial Document AI projects: document classification, named entity extraction, information extraction from dental estimates, invoices, social security reimbursement statements, and bank account details (RIB).Developed data and evaluation pipelines for synthetic document generation, annotation automation, model benchmarking, error analysis, visual inspection, and preparation of internal AI demonstrators.Evaluated OCR, VLM, LLM solutions, and hybrid pipelines for document understanding tasks, including routing strategies, deterministic validation, and programmatic verification for arithmetic or consistency checks.Supervised interns and apprentices on Document AI projects, providing support for technical choices related to GPU/cloud environments, particularly AWS EC2 and initial SageMaker experiments.
- Malakoff HumanisData ScientistMarch 2022 - July 2022 (4 months)Paris, FranceDeveloped computer vision and NLP models for fraud detection, inconsistency analysis, and anomaly identification in document images.Prepared machine learning models for industrial use through data preprocessing, validation, optimization, and production-oriented evaluation.
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Education
- PhD in Computer ScienceUniversity of Rouen Normandy2026Doctorat en informatique
- Master in Data ScienceUniversity of Rouen Normandy2022Master en Data Science