added descriptions to each page

2026-10-03 01:48:32 +02:00 · 2025-10-29 15:35:23 -07:00
parent b93f878920
commit 2d8ed1fd30
47 changed files with 74 additions and 26 deletions
@@ -1,5 +1,6 @@
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 title: "Day 5: Advanced APIs"
+description: Learn advanced Qdrant APIs, including multivectors and the Universal Query API, to power hybrid retrieval, late interaction models, and recommendation systems with high accuracy and flexibility. 
 isLesson: true
 weight: 60
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@@ -1,5 +1,6 @@
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-title: Multivectors for Late Interaction Models
+title: "Multivectors for Late Interaction Models"
+description: Learn how Qdrant supports late interaction models like ColBERT and ColPali using multivectors for token-level precision, enabling fine-grained, context-aware text and visual document retrieval.
 weight: 2
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@@ -1,5 +1,6 @@
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 title: "Project: Building a Recommendation System"
+description: Build a hybrid AI recommendation system with Qdrant’s Universal Query API—combining dense, sparse, and multivector retrieval, ColBERT reranking, and RRF fusion in one atomic query. 
 weight: 5
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@@ -1,5 +1,6 @@
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-title: The Universal Query API
+title: "The Universal Query API"
+description: Learn how to run dense, sparse, and ColBERT multivector retrieval with Qdrant’s Universal Query API—fusing, filtering, and reranking results in a single atomic request.
 weight: 3
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@@ -1,5 +1,6 @@
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 title: "Demo: Universal Query for Hybrid Retrieval"
+description: Build a hybrid research discovery system using Qdrant’s Universal Query API—combine dense, sparse, and ColBERT vectors for semantic, keyword, and reranked retrieval in one query. 
 weight: 4
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