landing_page/qdrant-landing/content/documentation/tutorials-lp-overview.md

title, weight, is_empty, aliases, partition

title	weight	is_empty	aliases	partition
Overview	16	false	how-to tutorials	qdrant

Qdrant Tutorial Repository

Basic Tutorials

Get up and running with Qdrant in minutes.

Tutorial	Objective	Stack	Time	Level
Qdrant Local Quickstart	Basic CRUD operations and local deployment.	Python	10m	Beginner
Semantic Search 101	Build a search engine for science fiction books.	Python	5m	Beginner

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Search Engineering Tutorials

Master vector search modalities, reranking, and retrieval quality.

Tutorial	Objective	Stack	Time	Level
Semantic Search Intro	Deploy a search service for company descriptions.	FastAPI	30m	Beginner
Hybrid Search with FastEmbed	Combine dense and sparse search.	FastAPI	20m	Beginner
Collaborative Filtering	Collaborative filtering using sparse embeddings.	Python	45m	Intermediate
Multivector Document Retrieval	PDF RAG using ColPali and embedding pooling.	Python	30m	Intermediate
Retrieval Quality Evaluation	Measure quality and tune HNSW parameters.	Python	30m	Intermediate
Hybrid Search with Reranking	Implement late interaction and sparse reranking.	Python	40m	Intermediate
Semantic Search for Code	Navigate codebases using vector similarity.	Python	45m	Intermediate
Multivectors and Late Interaction	Effective use of multivector representations.	Python	30m	Intermediate
Static Embeddings	Evaluate the utility of static embeddings.	Python	20m	Intermediate

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Operations & Scale

Production-grade management, monitoring, and high-volume optimization.

Tutorial	Objective	Stack	Time	Level
Snapshots	Create and restore collection snapshots.	Python	20m	Beginner
Data Migration	Move embeddings to Qdrant.	CLI	30m	Intermediate
Qdrant Cloud Prometheus Monitoring	Observability with Prometheus and Grafana.	Prometheus	30m	Intermediate
Self-Hosted Prometheus Monitoring	Observability for hybrid/private cloud setups.	Prometheus	30m	Intermediate
Large-Scale Search	Cost-efficient search for LAION-400M datasets.	None	2d	Advanced

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Develop & Implement

Core tools and APIs for building with Qdrant.

Tutorial	Objective	Stack	Time	Level
Bulk Operations	High-scale ingestion approaches.	Python	20m	Intermediate
Async API	Use Asynchronous programming for efficiency.	Python	25m	Intermediate