AI educator

Jason Liu

Instructor

Practical patterns for getting reliable structured data from LLMs.

Start with: Try the Instructor examples for extraction and validation.

Videos

Educator videos are listed first. Similar videos are labelled and included when they cover the same skills or adjacent topics.

LangGraph introduction

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LangChain · agents, langgraph, llm orchestration, rag

RAG and LlamaIndex

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LlamaIndex · rag, documents, agents, context augmentation

Vector search and Weaviate

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Weaviate · vector search, rag, embeddings, hybrid search

Pinecone semantic search

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Pinecone · vector databases, rag, embeddings, search

Skills

Learner questions

Who should learn from Jason Liu?

Developers building LLM apps should start here when they need structured outputs, extraction, and rag. The strongest fit is a learner who wants material in these formats: docs, cookbooks, workshops.

What should I do first?

Try the Instructor examples for extraction and validation. After that, open one related resource below and write down the exact workflow, concept, or implementation pattern you want to apply.

What problem does this help with?

Practical patterns for getting reliable structured data from LLMs. Use this profile when you are comparing educators by topic, level, format, and practical usefulness rather than browsing random AI content.

How do I compare this with other educators?

Compare the skill coverage, the starting recommendation, and the related videos. If you need structured outputs, search the directory for that skill and shortlist three profiles before committing to a course, book, or playlist.

Related resources

Resource	Kind	Level	Use when
OpenAI Cookbook OpenAI	GitHub repo	Beginner to advanced	You need implementation examples rather than theory.
Prompt Engineering Guide DAIR.AI	Guide	Beginner to advanced	You want examples of prompting techniques and patterns.
LlamaIndex Docs LlamaIndex	Docs and examples	Intermediate	You need to connect LLMs to documents, data, and retrieval.
Pinecone Learn: Retrieval-Augmented Generation Pinecone	Guide	Beginner to intermediate	You need to understand the moving parts of RAG.
Weaviate Academy Weaviate	Free academy	Beginner to intermediate	You want structured vector database and retrieval lessons.
DeepLearning.AI Short Courses Andrew Ng	Short courses	Beginner to advanced	Use this when you want Andrew Ng's material for prompting and related AI skills.
Instructor Jason Liu	Docs	Intermediate	Use this when you want Jason Liu's material for structured outputs and related AI skills.
Hamel's AI evals guides Hamel Husain	Guides	Intermediate to advanced	Use this when you want Hamel Husain's material for evals and related AI skills.
DAIR.AI Prompt Engineering Guide Elvis Saravia	Guide	Beginner to advanced	Use this when you want Elvis Saravia's material for prompting and related AI skills.
Lilian Weng's AI posts Lilian Weng	Technical essays	Advanced	Use this when you want Lilian Weng's material for agents and related AI skills.