From Prompts to Loops — Ankit Khowal

I'm Ankit Khowal, and From Prompts to Loops is where I teach AI engineering from scratch—from machine learning and LLM fundamentals to RAG, agents, MCP, and evaluations.

Build reliable AI systems with Python—from prompts to production. These practical, first-principles tutorials are for developers and technical learners who want to build with AI, not just hear about it.

Learn how to:
• Build RAG applications with embeddings and vector databases
• Create AI agents with tools, memory, MCP and multi-agent workflows
• Evaluate and monitor LLM applications
• Fine-tune models with LoRA and QLoRA
• Turn real problems into working AI projects

💻 Code & notebooks: https://github.com/AnkitKhowal/FromPromptsToloops/tree/main/01-llm-fundamentals
▶️ Start here: https://www.youtube.com/playlist?list=PLHULEQmf-s9Q
🔗 LinkedIn: https://www.linkedin.com/in/ankitkhowal/
📩 Business/collaborations: khowalankit.nitb@gmail.com