recover README.md

README.md

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-# Multiverso 
+multiverso
+==========
+
+Multiverso is a parameter server based framework for training machine learning models on big data with numbers of machines. It is currently a standard C++ library and provides a series of friendly programming interfaces. With such easy-to-use APIs, machine learning researchers and practitioners do not need to worry about the system routine issues such as distributed model storage and operation, inter-process and inter-thread communication, multi-threading management, and so on.
+Instead, they are able to focus on the core machine learning logics: data, model, and training.
+
+For more details, please view our website [http://www.dmtk.io](http://www.dmtk.io).
+
+Build
+----------
+
+**Linux** (Tested on Ubuntu 12.04)
+
+1. Run ``` mkdir build ```
+2. Run ``` cd build ```
+3. Run ``` cmake .. ```
+4. Run ``` make ```
+
+**Windows**
+
+For windows users, please refer to README in windows folder.
+
+
+Related Projects
+----------
+
+Current distributed systems based on multiverso:
+
+* [lightlda](https://github.com/Microsoft/lightlda): Scalable, fast, lightweight system for large scale topic modeling
+* [distributed_word_embedding](https://github.com/Microsoft/distributed_word_embedding) Distributed system for word embedding
+* [distributed_skipgram_mixture](https://github.com/Microsoft/distributed_skipgram_mixture) Distributed skipgram mixture for multi-sense word embedding
 
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