Tutorials

These tutorials demonstrate different ways you can build vector search into your applications.

Tutorial	Description	Stack
Configure Optimal Use	Configure Qdrant collections for best resource use.	Qdrant
Separate Partitions	Serve vectors for many independent users.	Qdrant
Bulk Upload Vectors	Upload a large scale dataset.	Qdrant
Create Dataset Snapshots	Turn a dataset into a snapshot by exporting it from a collection.	Qdrant
Semantic Search for Beginners	Create a simple search engine locally in minutes.	Qdrant
Simple Neural Search	Build and deploy a neural search that browses startup data.	Qdrant, BERT, FastAPI
Aleph Alpha Search	Build a multimodal search that combines text and image data.	Qdrant, Aleph Alpha
Troubleshooting	Solutions to common errors and fixes	Qdrant