Learning Path
Introduction
Large Language Models
Prompting
- Intro
- General Tips
- Elements of Prompt
- System Prompting
- Role Prompting
- Contextual Prompting
- Prompt Caching
- Prompt Tuning
- Quiz 1
- Zero Shot Prompting
- Few Shot Prompting
- Chain of Thoughts (CoT)
- Step-Back Prompting
- Meta Prompting
- Quiz 2
- Self-Consistency
- Generated Knowledge Prompting
- Prompt Chaining
- Tree of Thoughts (ToT)
- Automatic Reasoning and Tool-use (ART)
- Automatic Prompt Engineer (APE)
- Active-Prompt
- Directional Stimulus Prompting
- Quiz 3
- PAL (Program-Aided Language Models)
- ReAct Prompting
- Reflexion
- Multi Model CoT
- Quiz 4
Embeddings and Vector DBs
AI Agents
Model Context Protocol (MCP)
LangChain and LangGraph