About Falonne M.
French
Native or bilingual
English
Conversational
Experience
- SNCFData scientistTRANSPORTATIONMarch 2025 - September 2025 (6 months)Lyon, France- Design and implementation of a complete anomaly detection pipeline combining a Denoising LSTM AutoEncoder and an Isolation Forest, to identify atypical behaviors and prevent potential failures.- Development of a distributed pipeline under PySpark on Databricks, capable of processing a massive volume of data (several hundred million records growing daily). This distributed approach optimized computation times (-40%) and ensured the solution's scalability.- Advanced preprocessing of time series (~500M lines): segmentation, cleaning, normalization, and extraction of recurring patterns to enhance input signal quality.- Deployment and validation on Azure Databricks, with particular attention to robustness, documentation, and sustainable integration in an industrial environment.
- Inside LLCMobile DeveloperTECHMay 2023 - July 2023 (2 months)Lyon, France- Design and development of a movie booking mobile application in Flutter, following the functional mockup designed in Figma.- Implementation of core functionalities (booking, authentication, movie display) in compliance with SOLID principles, ensuring maintainable and scalable code.- Setup of an ETL process to aggregate and synchronize data from two external APIs, ensuring data consistency and authentication reliability.
- Alibora SARLAnalyst DeveloperTECHJanuary 2022 - August 2022 (7 months)Cotonou, Benin- Design of a management system (create, read, update, delete) for call center agents and implementation of graphs to evaluate their performance.- Development of a Python program to convert calls into MP3 files and save them in shared memory to ensure their accessibility.- Active participation in improving a real estate rental management mobile application.- Extraction, Transformation, and Loading (ETL) from a Laravel API, ensuring efficient data integration into the real estate management application.- Active participation in regular meetings to discuss project progress, gather feedback, and adjust features accordingly.
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Education
- Master in Data ScienceUniversité Lumière Lyon 22025Statistiques, data science, IA, ingénierie informatique, gestion de projet
- Bachelor's Degree in Computer Science, Data Science trackUniversité Lumière Lyon 22023Licence , Informatique parcours Science des données