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Update reference info in major features' homepage #1879

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11 changes: 9 additions & 2 deletions docs/en_US/Compressor/Overview.md
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@@ -1,4 +1,4 @@
# Compressor
# Model Compression with NNI

We are glad to announce the alpha release for model compression toolkit on top of NNI, it's still in the experiment phase which might evolve based on usage feedback. We'd like to invite you to use, feedback and even contribute.

Expand Down Expand Up @@ -260,4 +260,11 @@ class YourQuantizer(nni.compression.tensorflow.Quantizer):

### Usage of user customized compression algorithm

__[TODO]__ ...
_Coming Soon_ ...

## **Reference and Feedback**
* To [report a bug](https://github.com/microsoft/nni/issues/new?template=bug-report.md) for this feature in GitHub;
* To [file a feature or improvement request](https://github.com/microsoft/nni/issues/new?template=enhancement.md) for this feature in GitHub;
* To know more about [Feature Engineering with NNI](https://github.com/microsoft/nni/blob/master/docs/en_US/FeatureEngineering/Overview.md);
* To know more about [NAS with NNI](https://github.com/microsoft/nni/blob/master/docs/en_US/NAS/Overview.md);
* To know more about [Hyperparameter Tuning with NNI](https://github.com/microsoft/nni/blob/master/docs/en_US/Tuner/BuiltinTuner.md);
9 changes: 8 additions & 1 deletion docs/en_US/FeatureEngineering/Overview.md
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@@ -1,4 +1,4 @@
# FeatureEngineering
# Feature Engineering with NNI

We are glad to announce the alpha release for Feature Engineering toolkit on top of NNI, it's still in the experiment phase which might evolve based on user feedback. We'd like to invite you to use, feedback and even contribute.

Expand Down Expand Up @@ -256,3 +256,10 @@ The dataset of benchmark could be download in [here](https://www.csie.ntu.edu.tw
)

The code could be refenrence `/examples/feature_engineering/gradient_feature_selector/benchmark_test.py`.

## **Reference and Feedback**
* To [report a bug](https://github.com/microsoft/nni/issues/new?template=bug-report.md) for this feature in GitHub;
* To [file a feature or improvement request](https://github.com/microsoft/nni/issues/new?template=enhancement.md) for this feature in GitHub;
* To know more about [Neural Architecture Search with NNI](https://github.com/microsoft/nni/blob/master/docs/en_US/NAS/Overview.md);
* To know more about [Model Compression with NNI](https://github.com/microsoft/nni/blob/master/docs/en_US/Compressor/Overview.md);
* To know more about [Hyperparameter Tuning with NNI](https://github.com/microsoft/nni/blob/master/docs/en_US/Tuner/BuiltinTuner.md);
7 changes: 7 additions & 0 deletions docs/en_US/NAS/Overview.md
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Expand Up @@ -111,3 +111,10 @@ NNI proposed API is [here](https://github.com/microsoft/nni/tree/master/src/sdk/
[3]: https://arxiv.org/abs/1806.09055
[4]: https://arxiv.org/abs/1806.10282
[5]: https://arxiv.org/abs/1703.01041

## **Reference and Feedback**
* To [report a bug](https://github.com/microsoft/nni/issues/new?template=bug-report.md) for this feature in GitHub;
* To [file a feature or improvement request](https://github.com/microsoft/nni/issues/new?template=enhancement.md) for this feature in GitHub;
* To know more about [Feature Engineering with NNI](https://github.com/microsoft/nni/blob/master/docs/en_US/FeatureEngineering/Overview.md);
* To know more about [Model Compression with NNI](https://github.com/microsoft/nni/blob/master/docs/en_US/Compressor/Overview.md);
* To know more about [Hyperparameter Tuning with NNI](https://github.com/microsoft/nni/blob/master/docs/en_US/Tuner/BuiltinTuner.md);
10 changes: 8 additions & 2 deletions docs/en_US/Tuner/BuiltinTuner.md
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@@ -1,6 +1,6 @@
# Built-in Tuners
# Built-in Tuners for Hyperparameter Tuning

NNI provides state-of-the-art tuning algorithm as our built-in tuners and makes them easy to use. Below is the brief summary of NNI currently built-in tuners:
NNI provides state-of-the-art tuning algorithms as our built-in tuners and makes them easy to use. Below is the brief summary of NNI currently built-in tuners:

Note: Click the **Tuner's name** to get the Tuner's installation requirements, suggested scenario and using example. The link for a detailed description of the algorithm is at the end of the suggested scenario of each tuner. Here is an [article](../CommunitySharings/HpoComparision.md) about the comparison of different Tuners on several problems.

Expand Down Expand Up @@ -453,3 +453,9 @@ tuner:
classArgs:
optimize_mode: maximize
```
## **Reference and Feedback**
* To [report a bug](https://github.com/microsoft/nni/issues/new?template=bug-report.md) for this feature in GitHub;
* To [file a feature or improvement request](https://github.com/microsoft/nni/issues/new?template=enhancement.md) for this feature in GitHub;
* To know more about [Feature Engineering with NNI](https://github.com/microsoft/nni/blob/master/docs/en_US/FeatureEngineering/Overview.md);
* To know more about [NAS with NNI](https://github.com/microsoft/nni/blob/master/docs/en_US/NAS/Overview.md);
* To know more about [Model Compression with NNI](https://github.com/microsoft/nni/blob/master/docs/en_US/Compressor/Overview.md);