Production LLM & Agentic AI Engineering Master Program

Programming & AI Foundations (Python, OOP, Async)

Module 1

AI Foundations & Transformers 101

Module 2

Prompts to Programs & Programmatic LLMs

Module 3

KV Cache & Advanced Attentions

Module 4

Finetuning Language Models & PEFT (QLoRA, DPO)

Module 5

Mixture of Experts & Reasoning Models

Module 6

Knowledge Distillation & Small Language Models

Module 7

Multimodal Vision Systems & Image Understanding

Module 8

Speech AI & Conversational Audio Systems

Module 9

Representation Learning & Embedding Systems

Module 10

Production RAG Systems & GraphRAG

Module 11

Agentic Systems: Core Architectures & Foundations

Module 12

Agents: Orchestration, Protocols & Production (MCP/A2A)

Module 13

Context Engineering & Harness Engineering

Module 14

LLMOps & Observability (LangSmith, Langfuse)

Module 15

Production Infrastructure & Cloud Deployment

Module 16

AI Security, Guardrails & RBAC

Module 17