βοΈ Prompt Engineering Roadmap
π LLM Fundamentals (Tokens, Context Window, Temperature)
βπ Zero-Shot Prompting (Direct Instructions)
βπ Few-Shot Prompting (Examples in Prompt)
βπ Chain-of-Thought (Step-by-Step Reasoning)
βπ Role Prompting ("Act as a Senior Data Scientist")
βπ Self-Consistency (Generate Multiple β Vote Best)
βπ Tree-of-Thoughts (Explore Multiple Reasoning Paths)
βπ Generated Knowledge (Research Before Answering)
βπ Retrieval Augmented Generation (RAG)
βπ Automatic Prompt Optimization
βπ Structured Output (JSON, YAML, Tables)
βπ Multi-Turn Conversations (Memory/Context Management)
βπ Advanced Techniques (ReAct, Reflexion, DSP)
βπ Tools & Evaluation (Promptfoo, LangSmith)
βπ Projects (Build Prompt Library, A/B Test Prompts)
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