Practice

Flashcards

217 cards across 11 modules. Each session shows what is due, plus up to 20 new cards, and schedules the next review from how well you knew each one.

All cards

Every card in the course. 217 cards.

Module 1
LLM foundations
20 cards
3 lesson decks
- How LLMs work8 cards
- Tokenization and embeddings6 cards
- Sampling parameters and the model landscape6 cards
Module 2
Prompting and structured output
13 cards
2 lesson decks
- Prompting fundamentals6 cards
- Reasoning models and structured outputs7 cards
Module 3
Embeddings and vector search
15 cards
2 lesson decks
- Embeddings and similarity search7 cards
- Vector databases8 cards
Module 4
Retrieval-augmented generation
38 cards
6 lesson decks
- RAG architecture and chunking7 cards
- The core RAG pipeline5 cards
- Better retrieval7 cards
- All RAG types6 cards
- RAG evaluation and hallucination7 cards
- RAG evaluation in depth6 cards
Module 5
Multimodal and document AI
8 cards
The lesson deck
- Multimodal GenAI and document AI8 cards
Module 6
Tools and agents
18 cards
3 lesson decks
- Function and tool calling6 cards
- Agentic patterns: ReAct, planning and memory6 cards
- Model Context Protocol and tool ecosystems6 cards
Module 7
Context, memory and multi-agent systems
12 cards
3 lesson decks
Module 8
Safety and guardrails
8 cards
2 lesson decks
- Guardrails, safety and prompt injection4 cards
- Limiting blast radius and treating output as untrusted4 cards
Module 9
Production: cost, serving and observability
32 cards
5 lesson decks
- Cost and latency optimization8 cards
- LLM inference and serving8 cards
- Observability and eval pipelines7 cards
- Production deployment of RAG4 cards
- RAG security, reliability and release5 cards
Module 10
Evaluation and model adaptation
21 cards
4 lesson decks
- Evaluating LLM systems6 cards
- Fine-tuning vs RAG vs prompting5 cards
- Fine-tuning methods: SFT, LoRA, QLoRA and DPO5 cards
- Fine-tuning data, risks and shipping5 cards
Module 11
GenAI system design
32 cards
5 lesson decks
- Designing a RAG QA system7 cards
- Designing an agent product6 cards
- Designing content moderation and guardrail systems6 cards
- RAG interview drills and mock7 cards
- Coding, project defense and mock rounds6 cards