
The era of 'notebook data science' is over. Companies in 2026 will demand full-stack awareness—deployment, APIs, and business ROI. I will build you a personalized learning roadmap that skips the outdated academic theory and focuses on what actually gets you hired: RAG, LLM orchestration, and production engineering.