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README.md

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@@ -21,17 +21,18 @@ TensorLayer is a deep learning and reinforcement learning library based on [Tens
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- Useful links: [Documentation](http://tensorlayer.readthedocs.io), [Examples](http://tensorlayer.readthedocs.io/en/latest/user/example.html), [Tricks](https://github.com/wagamamaz/tensorlayer-tricks), [Slack](https://join.slack.com/t/tensorlayer/shared_invite/enQtMjUyMjczMzU2Njg4LWI0MWU0MDFkOWY2YjQ4YjVhMzI5M2VlZmE4YTNhNGY1NjZhMzUwMmQ2MTc0YWRjMjQzMjdjMTg2MWQ2ZWJhYzc), [中文文档](https://tensorlayercn.readthedocs.io), [中文书](http://www.broadview.com.cn/book/5059)
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# News
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* [Dec] Officially support **Distributed Training** contributed by [TensorPort](https://tensorport.com), see [tiny example](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_mnist_distributed.py).
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* [Nov] Release many APIs for data augmentation for object detection, see [tl.prepro](http://tensorlayer.readthedocs.io/en/latest/modules/prepro.html#object-detection).
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* [Nov] Support [Convolutional LSTM](https://arxiv.org/abs/1506.04214), see [ConvLSTMLayer](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#conv-lstm-layer).
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* [Nov] Support [Deformable Convolution](https://arxiv.org/abs/1703.06211), see [DeformableConv2dLayer](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#d-deformable-conv).
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* [Nov] Download [VOC dataset](http://host.robots.ox.ac.uk/pascal/VOC/voc2012/) in one line, see [load\_voc_dataset](http://tensorlayer.readthedocs.io/en/latest/modules/files.html#voc-2007-2012).
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* [Oct] We won the **Best Open Source Software Award** [@ACM MM](http://www.acmmm.org/2017/mm-2017-awardees/) 2017, here is the slide for the presentation [[click]](https://github.com/shorxp/tensorlayer-chinese/blob/master/docs/TensorLayer%20ACM%20MM.pdf).
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* [Sep] New example [Chatbot in 200 lines of code](https://github.com/zsdonghao/seq2seq-chatbot) for [Seq2Seq](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#simple-seq2seq).
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* [Sep] Release [ROI layer](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#roi-layer) for Object Detection.
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* [Jun] Release [SpatialTransformer2dAffineLayer](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#spatial-transformer) for [Spatial Transformer Networks](https://github.com/zsdonghao/Spatial-Transformer-Nets) see [example code](https://github.com/zsdonghao/Spatial-Transformer-Nets).
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* [Jun] Release [Sub-pixel Convolution 2D](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#super-resolution-layer) for Super-resolution see [SRGAN code](https://github.com/zsdonghao/SRGAN).
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* [May] You can now use TensorLayer with [TFSlim](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#connect-tf-slim) and [Keras](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#connect-keras) together!
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* [18 Jan] [《深度学习:一起玩转TensorLayer》](http://www.broadview.com.cn/book/5059) (Deep Learning: Play with TensorLayer)
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* [17 Dec] Officially support **Distributed Training** contributed by [TensorPort](https://tensorport.com), see [tiny example](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_mnist_distributed.py).
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* [17 Nov] Release many APIs for data augmentation for object detection, see [tl.prepro](http://tensorlayer.readthedocs.io/en/latest/modules/prepro.html#object-detection).
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* [17 Nov] Support [Convolutional LSTM](https://arxiv.org/abs/1506.04214), see [ConvLSTMLayer](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#conv-lstm-layer).
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* [17 Nov] Support [Deformable Convolution](https://arxiv.org/abs/1703.06211), see [DeformableConv2dLayer](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#d-deformable-conv).
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* [17 Nov] Download [VOC dataset](http://host.robots.ox.ac.uk/pascal/VOC/voc2012/) in one line, see [load\_voc_dataset](http://tensorlayer.readthedocs.io/en/latest/modules/files.html#voc-2007-2012).
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* [17 Oct] We won the **Best Open Source Software Award** [@ACM MM](http://www.acmmm.org/2017/mm-2017-awardees/) 2017, here is the slide for the presentation [[click]](https://github.com/shorxp/tensorlayer-chinese/blob/master/docs/TensorLayer%20ACM%20MM.pdf).
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* [17 Sep] New example [Chatbot in 200 lines of code](https://github.com/zsdonghao/seq2seq-chatbot) for [Seq2Seq](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#simple-seq2seq).
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* [17 Sep] Release [ROI layer](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#roi-layer) for Object Detection.
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* [17 Jun] Release [SpatialTransformer2dAffineLayer](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#spatial-transformer) for [Spatial Transformer Networks](https://github.com/zsdonghao/Spatial-Transformer-Nets) see [example code](https://github.com/zsdonghao/Spatial-Transformer-Nets).
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* [17 Jun] Release [Sub-pixel Convolution 2D](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#super-resolution-layer) for Super-resolution see [SRGAN code](https://github.com/zsdonghao/SRGAN).
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* [17 May] You can now use TensorLayer with [TFSlim](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#connect-tf-slim) and [Keras](http://tensorlayer.readthedocs.io/en/latest/modules/layers.html#connect-keras) together!
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