AI education source

Qdrant

Qdrant Learning Center

Good for vector search concepts and practical retrieval implementation.

Start with: Build a small semantic search example before adding RAG.

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 Qdrant?

Developers building vector search should start here when they need vector search, rag, embeddings, and search. The strongest fit is a learner who wants material in these formats: docs, tutorials, examples.

What should I do first?

Build a small semantic search example before adding RAG. 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?

Good for vector search concepts and practical retrieval implementation. 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 vector search, 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.
The Cognitive Revolution Nathan Labenz	Podcast	Intermediate to advanced	You want long-form interviews with AI builders and researchers.
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.