Prompt Engineering Roadmap
Step by step guide to becoming an Android developer.
Ask AI about Prompt Engineering Roadmap
Legend
Propose
Alternatives
Options
1 Introduction
What is Prompt Engineering?
How LLMs Work
What is a Prompt?
Fine-Tuning vs Prompting
2 Common Terminology
LLM
Tokens
Hallucination
RAG
3 LLM Configuration
Sampling Parameters
Output Control
Repetition Penalties
4 Basic Prompting Techniques
Zero-Shot Prompting
Few-Shot Prompting
Role Prompting
System & Contextual Prompts
5 Advanced Prompting Techniques
Chain of Thought (CoT)
Self-Consistency
Tree of Thoughts (ToT)
ReAct Prompting
Step-back Prompting
6 Automated Techniques & Reliability
Automatic Prompt Engineering
Prompt Ensembling
LLM Self Evaluation
Prompt Debiasing
7 Best Practices
Be Clear and Concise
Request Structured Output
Use Delimiters
Experiment and Iterate
Document and Version
8 Security
Prompt Injection
Sanitize User Input
AI Red Teaming