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- Added embedding learning example for Gluon (#9165).
- Added tutorial on how to use data augmenters (#10055).
- Added tutorial for Data Augmentation with Masks (#10178).
- Added LSTNet example (#9512).
- Added MobileNetV2 example (#9614).
- Added tutorial for Gluon Datasets and DataLoaders (#10251).
- Added Language model with Google's billion words dataset (#10025).
- Added example for custom operator using RTC (#9870).
- Improved image classification examples (#9799, #9633).
- Added reshape predictor function to c_predict_api (#9984).
- Added guide for implementing sparse ops (#10081).
- Added naming tutorial for gluon blocks and parameters (#10511).
Known Issues
- MXNet crash when built with
USE_GPERFTOOLS = 1(#8968). - DevGuide.md in the 3rdparty submodule googletest licensed under CC-BY-2.5.
- Incompatibility in the behavior of MXNet Convolution operator for certain unsupported use cases: Raises an exception when MKLDNN is enabled, fails silently when it is not.
- MXNet convolution generates wrong results for 1-element strides (#10689).
- Tutorial on fine-tuning an ONNX model fails when using cpu context.
- Example in Scala Inference API will fail to download models if data.mxnet.io is down. Please see this PR (#10617) for a workaround, if you face the issue.
How to build MXNet
Please follow the instructions at https://mxnet.incubator.apache.org/install/index.html
List of submodules used by Apache MXNet (Incubating) and when they were updated last
Submodule:: Last updated by MXNet:: Last update in submodule
- cub@:: Jul 31, 2017 :: Jul 31, 2017
- dlpack@: Oct 30, 2017 :: Oct 30, 2017
- dmlc-core@: April 4, 2018 :: April 4, 2018
- mshadow@: Feb 1, 2018 :: Feb 1, 2018
- nnvm@: April 5, 2018 :: April 5, 2018
- ps-lite@: April 3, 2018 :: April 3, 2018