💬LLM & GenAI

💬

Prompt Engineering

Learn techniques to effectively communicate with and extract value from LLMs

Recommended for:🤖LLM Engineer 🚀Full-Stack AI 📊Data Scientist

🌱

Beginner

Beginner

Prompt engineering fundamentals

What to Learn

•Zero-shot vs few-shot prompting
•Instruction formatting best practices
•System prompts and personas
•Output format control
•Common prompt patterns

Resources

📚OpenAI Prompt Engineering guide
📚Anthropic Claude prompting guide
📚Learn Prompting website

🌿

Intermediate

Intermediate

Advanced prompting techniques

What to Learn

•Chain-of-Thought (CoT) prompting
•Self-consistency and ensembling
•ReAct and reasoning patterns
•Prompt chaining and decomposition
•Retrieval-augmented prompting

Resources

📚CoT and ReAct papers
📚Langchain documentation
📚DSPy framework tutorials

🌳

Advanced

Advanced

Programmatic and research-level prompting

What to Learn

•Automatic prompt optimization
•DSPy for programmatic prompts
•Prompt injection defense
•Multi-agent prompting
•Prompting for specialized domains

Resources

📚DSPy paper and documentation
📚Prompt security research
📚Latest prompting papers from arxiv