Advanced AI Frameworks in Production.

Catalog description

This course prepares data scientists with a strong foundation in machine learning to master the implementation and deployment of advanced AI systems in production environments. Reflecting the rapidly evolving landscape of 2024-2026, students will gain hands-on experience with state-of-the-art LLMs (GPT-4o, Claude 4, Gemini 2.5 Pro), advanced RAG architectures, production-grade agent frameworks, comprehensive security testing, cost optimization strategies, and industry-standard MLOps/LLMOps practices. The course emphasizes security as a foundational requirement, not an afterthought, and prepares students to build, deploy, and maintain production AI systems that are secure, scalable, cost-effective, and ethically sound.