LLM Apps and AI Agents (LLMOps and MLOps)
LLM Apps and AI Agents (LLMOps and MLOps): practical lessons, hands-on labs, quizzes, free and paid practice tests and a final exam.
Professional LLM Apps and AI Agents (LLMOps and MLOps) course covering: How large language models work; Prompt engineering and structured output; Calling LLM APIs and building chat applications; Embeddings, vector databases and RAG; AI agents, tool use and multi-agent workflows; Evaluation, guardrails and safety; MLOps and LLMOps: deployment, monitoring and cost; Capstone: production AI agent application. Practical lessons, hands-on labs, exercises, quizzes and a final exam. Includes lesson videos from professional YouTube instructors, practical exercises and an 80% pass mark on quizzes and the final exam.
Curriculum
One complete track with its own final exam and certificate.
Professional LLM Apps and AI Agents (LLMOps and MLOps) course covering: How large language models work; Prompt engineering and structured output; Calling LLM APIs and building chat applications; Embeddings, vector databases and RAG; AI agents, tool use and multi-agent workflows; Evaluation, guardrails and safety; MLOps and LLMOps: deployment, monitoring and cost; Capstone: production AI agent application. Practical lessons, hands-on labs, exercises, quizzes and a final exam.
How large language models work
- Tokenization, Vocabulary, and Input Representation Lab60 min
- The Transformer Architecture and Self-Attention Lab60 min
- Autoregressive Decoding and Inference Dynamics Lab60 min
- Pretraining, Fine-Tuning, and Alignment (RLHF and DPO) Lab60 min