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---
title: Qdrant Demos and Tutorials
description: Experience firsthand how Qdrant powers intelligent search, anomaly detection, and personalized recommendations, showcasing the full capabilities of vector search to revolutionize data exploration and insights.
cards:
- id: 0
title: Semantic Search Demo - Startup Search
paragraphs:
- id: 0
content: This demo leverages a pre-trained SentenceTransformer model to perform semantic searches on startup descriptions, transforming them into vectors for the Qdrant engine.
- id: 1
content: Enter a query to see how neural search compares to traditional full-text search, with the option to toggle neural search on and off for direct comparison.
link:
text: View Demo
url: https://qdrant.to/semantic-search-demo
- id: 1
title: Semantic Search and Recommendations Demo - Food Discovery
paragraphs:
- id: 0
content: Explore personalized meal recommendations with our demo, using Delivery Service data. Like or dislike dish photos to refine suggestions based on visual appeal.
- id: 1
content: Filter options allow for restaurant selections within your delivery area, tailoring your dining experience to your preferences.
link:
text: View Demo
url: https://food-discovery.qdrant.tech/
- id: 2
title: Categorization Demo -<br> E-Commerce Products
paragraphs:
- id: 0
content: Discover the power of vector databases in e-commerce through our demo. Simply input a product name and watch as our multi-language model intelligently categorizes it. The dots you see represent product clusters, highlighting our system's efficient categorization.
link:
text: View Demo
url: https://qdrant.to/extreme-classification-demo
- id: 3
title: Code Search Demo -<br> Explore Qdrant's Codebase
paragraphs:
- id: 0
content: Semantic search isn't just for natural language. By combining results from two models, qdrant is able to locate relevant code snippets down to the exact line.
link:
text: View Demo
url: https://code-search.qdrant.tech/
---