About Guy Rostan
French
Native or bilingual
English
Conversational
Experience
- Go2Scale / LIRMM,R&D Engineer in AI and Software EngineeringTECHDecember 2021 - April 2024 (2 years and 4 months)Montpellier, France• Collaboration with LIRMM on the automatic identification of optimal CI/CD pipeline configurations using symbolic and statistical AI approaches.• Familiarization with DevOps tools and building CI/CD pipelines on GitLab and GitHub, Containerizing applications with Docker• Design and implementation of a CI/CD pipeline evaluation model• Development of scoring algorithms for similar jobs using NLP and LLMs algorithmsDevelopment of GitLab CI jobs for the R2DevOps.io marketplace
- La banque Postale,Data ScientistBANKING AND INSURANCEApril 2021 - September 2021 (5 months)Nancy, France• Use of AI for detecting fraudulent banking operations• Popularization of general Machine Learning concepts within the SOC (Security Operations Center) of La Banque Postale.• Creation of Dashboards and reports Skills: algorithms. Implementations of anomaly/fraud detection algorithms and benchmark creation (LOF, Isolation Forest, OneClass SVM, Random Forest, Decision Tree, K-Means). Resolution of imbalanced data problems (undersampling, Oversampling)
- LIMOS - Université Clermont AuvergneComputer Science EngineerRESEARCHOctober 2019 - February 2020 (4 months)Aubière, FranceDevelopment of a web platform for univariate and multivariate time series analysis algorithms.Analysis of multi-source dataIndustrialization of machine learning modelsSkills: Python, Machine Learning, Data mining, scikit-learn, pandas, numpy, seaborn, Django, API, Django REST API, Angular8, SCRUM
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Education
- Specialized Master in Artificial Intelligence: Data & MLOps ExpertTélécom Paris
- MLOps EngineerDataScientest2025Data versioning (DvC), Containerization and Orchestration (Docker, Kubernetes, Airflow), ML experiments tracking and versioning (MLflow), Monitoring (Prometheus, Grafana), FastAPI, DagsHub
Certifications
- KCNA: Kubernetes and Cloud Native AssociateThe Linux Foundation2025
- Applied Generative AI - LLM AgentsDatascientist.fr2024