Скачать или смотреть Open-Source Spotlight - Qdrant - Kacper Łukawski

Qdrant: a vector similarity search engine with extended filtering support

00:00 Intro and a few words about Qdrant
01:11 Qdrant stack
02:12 Demo: visual food discovery
03:43 HNSW algorithm
04:34 Unique extended filtering approach
08:09 Using Qdrant in Data Science projects
10:17 How are the embeddings generated?
13:02 Demo: visual & faceted search
17:00 How to run Qdrant?
18:16 Plans for making the similarity learning easier
18:40 Who works on it?
20:14 The roadmap of Qdrant
21:01 How to contribute to the project?
23:08 Advice: have a look at what similarity learning can offer
24:25 How not to get annoyed with neural search?

Links:

Github: https://github.com/qdrant/qdrant
Filterable HNSW: https://blog.vasnetsov.com/posts/cate...
Food discovery demo: https://food-discovery.qdrant.tech/#/
H&M demo: https://h-and-m.qdrant.tech/
H&M source code: https://github.com/qdrant/demo-hnm
Qdrant Helm chart: https://github.com/qdrant/qdrant-helm

MLOps Zoomcamp: https://github.com/DataTalksClub/mlop...
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