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Commit 4563aae

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Typo, cleanup, polish
Signed-off-by: AlexDBlack <blacka101@gmail.com>
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‎release-notes.md

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## Highlights - 1.0.0-beta6 Release
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* SameDiff optimizations
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* Added support for CUDA 10.2. 1.0.0-beta6 released with CUDA 9.2, 10.0, 10.1 and 10.2 support
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* SameDiff optimizations - memory use for inference and training significantly reduced, with some performance improvements also
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* Deeplearning4j UI - Play framework replaced with Vertx; deeplearning4j-ui dependency now no longer has Scala dependency or Scala version suffix [Link](https://github.com/KonduitAI/deeplearning4j/pull/68)
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* Note: No API changes, only artifact ID change: replace `deeplearning4j-ui_2.1x` with `deeplearning4j-ui`
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* OpenMP replaced with thread pool c++ parallelism framework; enabled c++ parallelism for platforms without threading
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* ND4j namespace operation methods: Nd4j.math, Nd4j.random, Nd4j.bitwise, Nd4j.nn (neural network) [Link](https://github.com/KonduitAI/deeplearning4j/pull/83)
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* Added support for CUDA 10.2. 1.0.0-beta6 released with CUDA 9.2, 10.0, 10.1 and 10.2 support
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* ND4j namespace operation methods: operations are available through the Nd4j.math, Nd4j.random, Nd4j.bitwise, Nd4j.nn (neural network), for example `Nd4j.math.abs(INDArray)`, `Nd4j.random.logNormal` etc [Link](https://github.com/KonduitAI/deeplearning4j/pull/83).
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* Note that additional ND4J namespaces API will have additions (new namespaces and methods), and may have some API changes, in the next release
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* OpenMP replaced with thread pool c++ parallelism framework; enabled c++ parallelism for platforms without C++-level threading for operations
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## <a name="onezerozerobeta5-dl4j">Deeplearning4J</a>
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## <a name="onezerozerobeta6-dl4j">Deeplearning4J</a>
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### Deeplearning4J: Features and Enhancements
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* Added Mish activation function [Link](https://github.com/eclipse/deeplearning4j/issues/8417), [Link](https://github.com/KonduitAI/deeplearning4j/pull/55)
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* BertIterator now has a `BertIterator.featurizeSentences(List<String>)` method for inference [Link](https://github.com/KonduitAI/deeplearning4j/pull/71), [Link](https://github.com/eclipse/deeplearning4j/issues/8415)
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* BertIterator now supports sentence pairs for supervised training [Link](https://github.com/KonduitAI/deeplearning4j/pull/108)
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* Added Spark multi-class cross entropy for both Deeplearning4j and Keras import [Link](https://github.com/KonduitAI/deeplearning4j/pull/72), [Link](https://github.com/KonduitAI/deeplearning4j/pull/73)
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* Added Sparse multi-class cross entropy for both Deeplearning4j and Keras import [Link](https://github.com/KonduitAI/deeplearning4j/pull/72), [Link](https://github.com/KonduitAI/deeplearning4j/pull/73)
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* Deeplearning4j UI: migrated from Play to Vertx for web serving backend, also removing dependency on Scala libraries; no API changes, only artifact ID change - replace `deeplearning4j-ui_2.1x` with `deeplearning4j-ui` [Link](https://github.com/KonduitAI/deeplearning4j/pull/68), [Link](https://github.com/KonduitAI/deeplearning4j/pull/79)
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* Added TimeDistributed wrapper layer [Link](https://github.com/KonduitAI/deeplearning4j/pull/78)
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* Deeplearning4j UI artifact ID has changed: `deeplearning4j-ui_2.1x` (beta5 and earlier) with `deeplearning4j-ui`
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### Deeplearning4j: 1.0.0-beta6 Known Issues
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## <a name="onezerozerobeta6-nd4j">ND4J and SameDiff</a>
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### ND4J/SameDiff: Features and Enhancements
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* SameDiff.zero and .one methods now create constants, not vairables [Link](https://github.com/eclipse/deeplearning4j/issues/8224)
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### ND4J: 1.0.0-beta6 Known Issues
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## <a name="onezerozerobeta6-datavec">DataVec</a>
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### DataVec: Features and Enhancements
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### DataVec: Bug Fixes and Optimizations
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* NativeImageLoader now checks for empty input streams and throws an exception instead of crashing [Link](https://github.com/KonduitAI/deeplearning4j/pull/121)
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* Internal refactoring and various bug fixes [Link](https://github.com/eclipse/deeplearning4j/pull/8303)
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## <a name="onezerozerobeta6-arbiter">Arbiter</a>
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### Bug Fixes and Optimizations
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### Arbiter: Known Issues
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## <a name="onezerozerobeta6-nd4s">ND4S</a>
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### ND4S Features and Enhancements
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## PyDataVec
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### PyDataVec Features and Enhancements

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