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Prompt Engineering & RAG
Learn effective prompting, chat APIs, and Retrieval-Augmented Generation. Build real LLM apps with embeddings, vector search, and hands-on projects.
Beginner
Intermediate
Advanced
Your learning roadmap
Course topics by level
Move from strong foundations to confident, practical application with a curriculum adapted to your goals.
Beginner
Prompt Engineering Basics
- Clear instructions and role prompting
- Few-shot examples
- Writing better prompts step by step
Chat API Essentials
- Working with chat completions APIs
- System vs user messages
- Multi-turn conversations
Intermediate
Advanced Prompt Patterns
- Chain-of-thought style prompting
- Structured outputs and formats
- Debugging weak prompts
Embeddings & Vector Search
- What embeddings represent
- Similarity search basics
- Choosing a vector store
Advanced
RAG Pipelines
- Chunking and indexing documents
- Retrieve → augment → generate flow
- Improving retrieval quality
Build an LLM App
- End-to-end mini RAG project
- Intro to tools / function calling
- Testing, iteration, and deployment overview
Personal learning, practical results
Turn this roadmap into real skills.
Tell us what you want to achieve and we’ll shape a focused learning plan around your level, pace, and goals.
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