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Update README.md
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ElizaLo authored Jan 24, 2024
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- [New and Improved Embedding Model](https://openai.com/blog/new-and-improved-embedding-model/), OpenAI blog

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## Vector Databases

<img src="https://raw.githubusercontent.com/ElizaLo/NLP-Natural-Language-Processing/master/img/Vector_Databases.png" width="1050" height="150"/>

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|[Weaviate](https://weaviate.io/)|<p>Weaviate is an open source vector search engine that stores both objects and vectors, allowing for combining vector search with structured filtering with the fault-tolerance and scalability of a cloud-native database, all accessible through GraphQL, REST, and various language clients.</p><ul><li> :octocat: [Weaviate](https://github.com/semi-technologies/weaviate) - The ML-first vector search engine</li></ul>|
|[Faiss](https://engineering.fb.com/2017/03/29/data-infrastructure/faiss-a-library-for-efficient-similarity-search/)| A vector search algorithm by Facebook|

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## Search Algorithms

- kNN (brute force)
- Approximate Nearest Neighbors
- Hierarchical Navigable Small World (HNSW)

### 📰 Articles

- [Similarity Search, Part 4: Hierarchical Navigable Small World (HNSW)](https://towardsdatascience.com/similarity-search-part-4-hierarchical-navigable-small-world-hnsw-2aad4fe87d37)

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<img src="https://raw.githubusercontent.com/ElizaLo/NLP-Natural-Language-Processing/master/img/Tokenization.png" width="1050" height="150"/>

## Readady Solutions
## Ready Solutions

| Title | Description, Information |
| :---: | :--- |

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