The project uses GloVe embeddings and has simple convolutional architecture implemented in Keras framework. It achieved reasonable performance, such that I could use it in an Android application for downloading and punctuating Youtube subtitles.
Code
The source code in on Github: https://github.com/vackosar/keras-punctuator