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title: Tutorials
weight: 23
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aliases:
  - how-to
  - tutorials
---

# Tutorials 

These tutorials demonstrate different ways you can build vector search into your applications. 

| Tutorial                                                                                            | Description                                                          | Stack                                                                    |   
|-----------------------------------------------------------------------------------------------------|----------------------------------------------------------------------|--------------------------------------------------------------------------|
| [Configure Optimal Use](../tutorials/optimize/)                                                     | Configure Qdrant collections for best resource use.                  | Qdrant                                                                   |  
| [Separate Partitions](../tutorials/multiple-partitions/)                                            | Serve vectors for many independent users.                            | Qdrant                                                                   |   
| [Bulk Upload Vectors](../tutorials/bulk-upload/)                                                    | Upload a large scale dataset.                                        | Qdrant                                                                   | 
| [Create Dataset Snapshots](../tutorials/create-snapshot/)                                           | Turn a dataset into a snapshot by exporting it from a collection.    | Qdrant                                                                   | 
| [Semantic Search for Beginners](../tutorials/search-beginners/)                                     | Create a simple search engine locally in minutes.                    | Qdrant                                                                   | 
| [Simple Neural Search](../tutorials/neural-search/)                                                 | Build and deploy a neural search that browses startup data.          | Qdrant, BERT, FastAPI                                                    | 
| [Aleph Alpha Search](../tutorials/aleph-alpha-search/)                                              | Build a multimodal search that combines text and image data.         | Qdrant, Aleph Alpha                                                      | 
| [Mighty Semantic Search](../tutorials/mighty/)                                                      | Build a simple semantic search with an on-demand NLP service.        | Qdrant, Mighty                                                           | 
| [Asynchronous API](../tutorials/async-api/)                                                         | Communicate with Qdrant server asynchronously with Python SDK.       | Qdrant, Python                                                           |
| [Multitenancy with LlamaIndex](../tutorials/llama-index-multitenancy/)                              | Handle data coming from multiple users in LlamaIndex.                | Qdrant, Python, LlamaIndex                                               |
| [HuggingFace datasets](../tutorials/huggingface-datasets/)                                          | Load a Hugging Face dataset to Qdrant                                | Qdrant, Python, datasets                                                 |
| [Measure retrieval quality](../tutorials/retrieval-quality/)                                        | Measure and fine-tune the retrieval quality                          | Qdrant, Python, datasets                                                 |
| [Use semantic search to navigate your codebase](../tutorials/code-search/)                          | Implement semantic search application for code search task           | Qdrant, Python, sentence-transformers, Jina                              |
| [Personalize learning experience with RAG](../tutorials/student-rag-haystack-red-hat-openshift-hc/) | Speak to the course materials as if you were speaking to the teacher | Qdrant, Red Hat OpenShift, Haystack, Hugging Face, Mistral, Hybrid Cloud |
| [Troubleshooting](../tutorials/common-errors/)                                                      | Solutions to common errors and fixes                                 | Qdrant                                                                   |