Prof. Ryan Ahmed

LLM Engineering, RAG, & AI Agents Masterclass [2026]

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AI Agents · Online Course

LLM Engineering, RAG, & AI Agents Masterclass [2026] Reviews & Product Details

This masterclass, led by industry expert Prof. Ryan Ahmed, offers an intensive, hands-on path for developers, data scientists, and tech enthusiasts aiming to establish themselves as elite AI Engineers. Designed around modern agentic architectures, the curriculum bridges the gap between theoretical machine learning and practical, production-ready AI applications. Students will dive deep into foundational Large Language Models (LLMs) and rapidly transition into constructing advanced Retrieval-Augmented Generation (RAG) pipelines using LangChain, ChromaDB, and Pydantic. What sets this course apart is its comprehensive coverage of multi-agent orchestration frameworks like AutoGen, LangGraph, CrewAI, and the cutting-edge Model Context Protocol (MCP). Learners will master complex workflows involving tool calling, state management, and human-in-the-loop interventions. From building automated booking agents to developing collaborative data science teams, the practical projects ensure that graduates possess a robust portfolio. Whether you want to optimize model latency, fine-tune open-source models using parameter-efficient techniques like LoRA, or integrate seamless automation with n8n, this 14-day bootcamp style curriculum delivers the precise skills needed to succeed in the rapidly evolving AI landscape.

Best For

Software developers looking to transition into AI and agentic systems architecture. Data scientists seeking to build production-grade RAG pipelines and multi-agent workflows. Technical professionals who want to master cutting-edge orchestration frameworks like LangGraph and CrewAI. Engineers aiming to deploy and fine-tune open-source LLMs using efficient techniques like LoRA.

Not For

Complete beginners with zero coding experience or no foundational knowledge of Python. Professionals seeking a strictly theoretical or academic introduction to machine learning mathematics. Learners exclusively interested in no-code or low-code AI solutions without understanding backend LLM integration. Individuals looking for a quick, non-technical overview of AI ethics or policy rather than hands-on engineering.

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About the Creator

is a distinguished educator and technology leader dedicated to making artificial intelligence and machine learning accessible to a global audience. With a profound understanding of cutting-edge tech, Ryan specializes in demystifying complex concepts such as Agentic AI engineering, LLM system architecture, and advanced retrieval-augmented generation (RAG). His teaching methodology centers on a practical, hands-on approach that bridges the gap between theoretical data science and enterprise-ready application development. Whether guiding his students through building custom Python-based AI agents from scratch or configuring enterprise workflows using Microsoft Copilot Studio, Ryan ensures every lesson is grounded in real-world utility. He has curated a robust suite of courses targeting diverse skill levels, ranging from absolute beginners navigating no-code AI tools to seasoned developers mastering Claude Code and LLM pipelines. By combining clear, structured technical walkthroughs with actionable business applications, Ryan empowers professionals, data scientists, and builders to stay ahead in the rapidly evolving landscape of generative artificial intelligence.

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