added descriptions to each page

2026-10-02 01:18:30 +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 1: Vector Search Fundamentals"
+description: Learn vector search fundamentals in Qdrant. Explore points, payloads, and distance metrics, then apply them in a hands-on semantic movie search project.
 isLesson: true
 weight: 20
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@@ -1,5 +1,6 @@
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-title: Text Chunking Strategies
+title: "Text Chunking Strategies"
+description: Learn how to split text into meaningful chunks for vector search. Compare six chunking strategies and discover how metadata improves retrieval precision in Qdrant.
 weight: 4
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@@ -1,5 +1,6 @@
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-title: Distance Metrics
+title: "Distance Metrics"
+description: Learn how distance metrics like cosine, Euclidean, Manhattan, and dot product shape vector similarity in Qdrant. Discover which metric fits your data and use case. 
 weight: 3
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@@ -1,5 +1,6 @@
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-title: Points, Vectors and Payloads
+title: "Points, Vectors and Payloads"
+description: Learn Qdrant’s core data model: points, vectors, payloads, and named vectors. Compare dense, sparse, and multivectors, understand dimensionality trade-offs, and master filtering with payload indexes for precise retrieval. 
 weight: 2
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@@ -1,5 +1,6 @@
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 title: "Demo: Semantic Movie Search"
+description: Build a semantic movie search with Qdrant. Compare chunking strategies, embed descriptions, and combine cosine similarity with metadata filters and grouping for accurate, theme-aware recommendations. 
 weight: 5
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@@ -1,5 +1,6 @@
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 title: "Project: Building a Semantic Search Engine"
+description: Build a semantic search engine with Qdrant. Compare chunking strategies, index embeddings, and query by meaning to discover what works best for your domain. 
 weight: 6
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