Sylvain Lapeyrade

- Led Artificial Intelligence & Project Management bootcamp online with a diverse group of students. - Including lectures and guidance on AI concepts from linear regression to AI agents.

- Help designed and taught a full curriculum on ML, MLOps, DataOps, and LLMs. - Enabled over 15 students to build and deploy cloud-native AI projects.

- Mentored and evaluated over 50 students in 1000+ sessions on real-world data science and engineering projects. - Achieved a project validation rate of over 95% across ML, NLP, and cloud topics.

- Delivered intensive courses on Reinforcement Learning in video games, AI, and AI applied to cybersecurity. - Prepared students for advanced roles in the field.

- Developed and deployed a sophisticated RAG-based LLM chatbot using LLM APIs, LangChain, MongoDB, and HuggingFace models. - Empowered employees to efficiently query internal documents, significantly reducing manual search time.

- Authored and structured over 5 technical e-learning modules (AI, SQLite and SQL Server databases, Windows administration, UML, networks). - Created content used by hundreds of students.

- Developed fraud detection models using C# and Elasticsearch to improve claim triage precision. - Built and deployed robust ETL pipelines in C# and Microsoft SQL Server for high-volume insurance data. - Utilized TeamCity for continuous integration and deployment (CI/CD).

- Engineered and visualized textile innovation datasets for EU reporting. - Delivered dashboards that supported R&D decision-making.

- Taught approximately 200 hours of university-level courses in AI, neural networks, and game development. - Supervised more than 10 student projects annually with high success rates.

- Taught a full course in game development using Unity - Supervised more than 10 student video game projects with a very high success rate.

- Mined and analyzed very large-scale network data with unsupervised learning techniques. - Provided network administrators with actionable guidance that improved overall network efficiency.