Commit 44e1a61f authored by jielin.xu's avatar jielin.xu
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Update README.md

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- [Slack Community](https://join.slack.com/t/milvusio/shared_invite/enQtNzY1OTQ0NDI3NjMzLWNmYmM1NmNjOTQ5MGI5NDhhYmRhMGU5M2NhNzhhMDMzY2MzNDdlYjM5ODQ5MmE3ODFlYzU3YjJkNmVlNDQ2ZTk)
- [Blog](https://www.milvus.io/blog/)

@@ -12,9 +11,9 @@ Milvus is an open source vector search engine that supports similarity search of

Milvus was developed by ZILLIZ, a tech startup that intends to reinvent data science, with the purpose of providing enterprises with efficient and scalable similarity search and analysis of feature vectors and unstructured data. 

Milvus provides stable Python, C++ and Java API.
Milvus provides stable Python, C++ and Java APIs.

Keep up-to-date with newest releases and latest updates by reading [Releases](https://www.milvus-io/docs/master/releases).
Keep up-to-date with newest releases and latest updates by reading Milvus [release notes](https://milvus.io/docs/en/Releases/v0.4.0/).

- GPU-accelerated search engine

@@ -184,17 +183,17 @@ $ python3 example.py

## Contribution guidelines

Contributions are welcomed and greatly appreciated. If you want to contribute to Milvus, please read the [contribution guidelines](CONTRIBUTING.md). This project adheres to the [code of conduct](CODE OF CONDUCT.md) of Milvus. By participating, you are expected to uphold this code.
Contributions are welcomed and greatly appreciated. If you want to contribute to Milvus, please read our [contribution guidelines](CONTRIBUTING.md). This project adheres to the [code of conduct](CODE OF CONDUCT.md) of Milvus. By participating, you are expected to uphold this code.

We use [GitHub issues](https://github.com/milvus-io/milvus/issues) to track issues and bugs. For general questions and discussions, please go to [Milvus Forum]. 
We use [GitHub issues](https://github.com/milvus-io/milvus/issues) to track issues and bugs. For general questions and public discussions, please join our community.

## Join the Milvus community

For public discussion of Milvus, please join our [discussion group](milvusio.slack.com). 
To connect with other users and contributors, welcome to join our [slack channel](https://join.slack.com/t/milvusio/shared_invite/enQtNzY1OTQ0NDI3NjMzLWNmYmM1NmNjOTQ5MGI5NDhhYmRhMGU5M2NhNzhhMDMzY2MzNDdlYjM5ODQ5MmE3ODFlYzU3YjJkNmVlNDQ2ZTk). 

## Milvus Roadmap

Please read our [roadmap](milvus-io/milvus/docs/master/roadmap.md) to learn about upcoming features.
Please read our [roadmap](https://milvus.io/docs/en/roadmap/) to learn about upcoming features.

## Resources

@@ -206,7 +205,7 @@ Please read our [roadmap](milvus-io/milvus/docs/master/roadmap.md) to learn abou

[Milvus CSDN](https://mp.csdn.net/mdeditor/100041006#)

[Milvus roadmap](https://www.milvus-io/docs/master/roadmap.md)
[Milvus roadmap](https://milvus.io/docs/en/roadmap/)


## License