AI & ML
Chatbot Architecture & Adaptation
From prompts to production chatbots. Master system design, context engineering, adaptation strategies, and structured output.
Chatbot Fundamentals
Chatbot System Architecture
Memory and Conversation State
System Prompt Architecture & Versioning
Context Engineering
Prompt Engineering: Zero/Few-Shot, CoT
Context Engineering in Production
Context Budgets and Packing Strategies
Adaptation & Output
Adaptation Strategy: Prompt vs PEFT vs Full FT
LoRA/Adapters in Practice
Structured Output and JSON Mode