---
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/
sitemapExclude: true
---