๐ Prompt Engineering Basics
ยถ
๐ง What is Prompt Engineering?
๐ Definition and Purpose
๐ฏ Prompting vs. Fine-tuning
๐ Iterative Prompt Design
๐งฑ Anatomy of a Prompt
๐งพ Instructions
๐ Context and Examples
๐ง Role, Tone, and Style
๐ข Input Formatting and Constraints
๐ Prompt Patterns and Recipes
๐ก Zero-shot Prompting
๐งช Few-shot Prompting
๐ Chain-of-Thought (CoT)
๐ ReAct (Reasoning + Acting)
๐๏ธ Self-Consistency, Self-Ask
๐ Prompt Evaluation and Debugging
๐ง Desired Output vs. Actual
๐งช Failure Modes
๐ ๏ธ Refinement Strategies
โ๏ธ Prompt Engineering Tools
๐งฐ Prompt Templates
๐ Prompt Iteration Interfaces
๐ Eval Frameworks (TruLens, Promptfoo)
๐ง Prompting for Different Tasks
๐งฌ Classification
๐ Summarization
๐ง Code Generation
๐ง Reasoning & Math
๐ก๏ธ Prompting Challenges
๐ Prompt Injection
๐ Output Instability
๐ค Hallucination Traps
๐ Closing Notes
๐ง Summary and Best Practices
๐ Whatโs Next: Fine-tuning (06)
๐ฌ What to Practice
๐ง What is Prompt Engineering?
ยถ
๐ Definition and Purpose
ยถ
๐ฏ Prompting vs. Fine-tuning
ยถ
๐ Iterative Prompt Design
ยถ
Back to the top
๐งฑ Anatomy of a Prompt
ยถ
๐งพ Instructions
ยถ
๐ Context and Examples
ยถ
๐ง Role, Tone, and Style
ยถ
๐ข Input Formatting and Constraints
ยถ
Back to the top
๐ Prompt Patterns and Recipes
ยถ
๐ก Zero-shot Prompting
ยถ
๐งช Few-shot Prompting
ยถ
๐ Chain-of-Thought (CoT)
ยถ
๐ ReAct (Reasoning + Acting)
ยถ
๐๏ธ Self-Consistency, Self-Ask
ยถ
Back to the top
๐ Prompt Evaluation and Debugging
ยถ
๐ง Desired Output vs. Actual
ยถ
๐งช Failure Modes
ยถ
๐ ๏ธ Refinement Strategies
ยถ
Back to the top
โ๏ธ Prompt Engineering Tools
ยถ
๐งฐ Prompt Templates
ยถ
๐ Prompt Iteration Interfaces
ยถ
๐ Eval Frameworks (TruLens, Promptfoo)
ยถ
Back to the top
๐ง Prompting for Different Tasks
ยถ
๐งฌ Classification
ยถ
๐ Summarization
ยถ
๐ง Code Generation
ยถ
๐ง Reasoning & Math
ยถ
Back to the top
๐ก๏ธ Prompting Challenges
ยถ
๐ Prompt Injection
ยถ
๐ Output Instability
ยถ
๐ค Hallucination Traps
ยถ
Back to the top
๐ Closing Notes
ยถ
๐ง Summary and Best Practices
ยถ
๐ Whatโs Next: Fine-tuning
ยถ
๐ฌ What to Practice
ยถ
Back to the top