update images
@@ -41,6 +41,12 @@ keywords = "search engine, neural network, matching, filter, SaaS, approximate n
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name = "Home"
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url = "/"
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[[menu.main]]
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identifier = "use-case"
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name = "Use cases"
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@@ -64,5 +70,5 @@ keywords = "search engine, neural network, matching, filter, SaaS, approximate n
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identifier = "articles"
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name = "Articles"
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weight = -70
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url = "#articles"
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url = "/#articles"
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@@ -3,7 +3,7 @@ title: Filtrable HNSW
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short_description: How to make ANN search with custom filtering?
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description: How to make ANN search with custom filtering? Search in selected subsets without loosing the results.
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external_link: https://blog.vasnetsov.com/posts/categorical-hnsw/
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preview_image: /articles_data/filtrable-hnsw/preview2.png
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preview_image: /articles_data/filtrable-hnsw/preview.png
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small_preview_image: /articles_data/filtrable-hnsw/global-network.svg
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weight: 30
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---
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@@ -1,7 +1,7 @@
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---
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title: Metric Learning Tips & Tricks
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short_description: How to train an object matching model and serve it in production.
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description: Practical recommendations on how to train an object matching model and serve it in production. Even with no labeled data.
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description: Practical recommendations on how to train a matching model and serve it in production. Even with no labeled data.
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external_link:
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preview_image: /articles_data/metric-learning-tips/preview.png
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small_preview_image: /articles_data/metric-learning-tips/scatter-graph.svg
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@@ -5,7 +5,7 @@ tabid: imagesearch
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landing_image: /content/images/abstract_cubes_2.svg
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image: /content/images/image_search.png
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image_caption: Visual Food Discovery
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source_link: https://github.com/qdrant/food_exploration
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source_link:
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demo_link: https://food-discovery.qdrant.tech/
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default_link: https://food-discovery.qdrant.tech/
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default_link_name: Demo
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@@ -5,13 +5,8 @@ icon: paper
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landing_image: /content/images/abstract_cubes_1.svg
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image: /content/images/text_search.png
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image_caption: Neural Text Search
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source_link: https://github.com/qdrant/qdrant_demo
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demo_link: https://demo.qdrant.tech/
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default_link: https://demo.qdrant.tech/
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default_link_name: Demo
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tutorial_link:
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custom_link:
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custom_link_name:
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weight: 10
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short_description: |
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The neural search uses **semantic embeddings** instead of keywords and works best with short texts.
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@@ -23,7 +18,6 @@ Documents may have too few keywords, or queries might be too large.
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In such cases, the search either finds no intersections or returns a lot of irrelevant results.
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One way to overcome these problems is a neural network-based semantic search.
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It can be used stand-alone or in conjunction with traditional search.The neural search uses **semantic embeddings** instead of keywords and works best with short texts.
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With Qdrant and a pre-trained neural network, you can build and deploy semantic neural search on your data in minutes!
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Before Width: | Height: | Size: 25 KiB After Width: | Height: | Size: 29 KiB |
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Before Width: | Height: | Size: 31 KiB After Width: | Height: | Size: 31 KiB |
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Before Width: | Height: | Size: 39 KiB After Width: | Height: | Size: 40 KiB |
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