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update announcements (#12344)
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NEWS.md

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pretrained models.
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- Updated pre-trained models provide state-of-the-art performance on all resnetv1, resnetv2, and vgg16, vgg19, vgg16_bn, vgg19_bn models (#11327 #11860 #11830).
2020

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### New Features - Scala API Improvements
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- Improvements to MXNet Scala API usability([#10660](https://github.com/apache/incubator-mxnet/pull/10660), [#10787](https://github.com/apache/incubator-mxnet/pull/10787), [#10991](https://github.com/apache/incubator-mxnet/pull/10991))
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- Symbol.api and NDArray.api would bring new set of functions that have complete definition for all arguments.
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- Please see this [Type safe API design document](https://cwiki.apache.org/confluence/display/MXNET/Scala+Type-safe+API+Design+Doc) for more details.
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### New Features - Scala examples
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- Refurnished Scala Examples with improved API, documentation and CI test coverage. ([#11753](https://github.com/apache/incubator-mxnet/pull/11753), [#11621](https://github.com/apache/incubator-mxnet/pull/11621) )
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- Now all Scala examples have:
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- No bugs block in the middle
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- Good Readme to start with
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- with Type-safe API usage inside
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- monitored in CI in each PR runs
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### New Features - Clojure package (experimental)
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- MXNet now supports the Clojure programming language. The MXNet Clojure package brings flexible and efficient GPU computing and state-of-art deep learning to Clojure. It enables you to write seamless tensor/matrix computation with multiple GPUs in Clojure. It also lets you construct and customize the state-of-art deep learning models in Clojure, and apply them to tasks, such as image classification and data science challenges.([#11205](https://github.com/apache/incubator-mxnet/pull/11205))
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- Checkout examples and API documentation [here](http://mxnet.incubator.apache.org/api/clojure/index.html).
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- This feature in MXNet now introduces runtime integration of TensorRT into MXNet, in order to accelerate inference.([#11325](https://github.com/apache/incubator-mxnet/pull/11325))
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- Currently, its in contrib package.
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### New Examples - Scala
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- Refurnished Scala Examples with improved API, documentation and CI test coverage. ([#11753](https://github.com/apache/incubator-mxnet/pull/11753), [#11621](https://github.com/apache/incubator-mxnet/pull/11621) )
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- Now all Scala examples have:
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- No bugs block in the middle
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- Good Readme to start with
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- with Type-safe API usage inside
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- monitored in CI in each PR runs
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### Maintenance - Flaky Tests improvement effort
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- Fixed 130 flaky tests on CI. Tracked progress of the project [here](https://github.com/apache/incubator-mxnet/projects/9).
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- Add flakiness checker (#11572)
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- Add DataDesc type for the Scala Package (#11844)
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### Usability Improvements
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- Improvements to MXNet Scala API usability([#10660](https://github.com/apache/incubator-mxnet/pull/10660), [#10787](https://github.com/apache/incubator-mxnet/pull/10787), [#10991](https://github.com/apache/incubator-mxnet/pull/10991))
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- Added docs for mx.initializer.Constant (#10637)
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- Added build from souce instructions on windows (#11276)
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- Added a tutorial explaining how to use the profiler (#11274)

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