Update tfmot docs following clustering launch.

PiperOrigin-RevId: 326042327

Author: alanchiao

README.md

@@ -56,5 +56,5 @@ tracking requests and bugs.**
 As part of TensorFlow, we're committed to fostering an open and welcoming
 environment.
 
-*   [TensorFlow Blog](https://medium.com/tensorflow): Stay up to date on content
+*   [TensorFlow Blog](https://blog.tensorflow.org): Stay up to date on content
     from the TensorFlow team and best articles from the community.

tensorflow_model_optimization/g3doc/_index.yaml

@@ -72,24 +72,32 @@ landing_page:
 
   - classname: devsite-landing-row-cards
     items:
+    - heading: "TensorFlow Model Optimization Toolkit - Weight Clustering API"
+      path: https://blog.tensorflow.org/2020/08/tensorflow-model-optimization-toolkit-weight-clustering-api.html
+      buttons:
+      - label: "Read on TensorFlow blog"
+        path: https://blog.tensorflow.org/2020/08/tensorflow-model-optimization-toolkit-weight-clustering-api.html
+
     - heading: "TensorFlow Model Optimization Toolkit - Quantization Aware Training"
       path: https://blog.tensorflow.org/2020/04/quantization-aware-training-with-tensorflow-model-optimization-toolkit.html
       buttons:
       - label: "Read on TensorFlow blog"
         path: https://blog.tensorflow.org/2020/04/quantization-aware-training-with-tensorflow-model-optimization-toolkit.html
+
     - heading: "TensorFlow Model Optimization Toolkit - Post Training Integer Quantization"
       path: https://blog.tensorflow.org/2019/06/tensorflow-integer-quantization.html
       buttons:
       - label: "Read on TensorFlow blog"
         path: https://blog.tensorflow.org/2019/06/tensorflow-integer-quantization.html
+
+  - classname: devsite-landing-row-cards
+    items:
     - heading: "TensorFlow Model Optimization Toolkit - Pruning API"
       path: https://blog.tensorflow.org/2019/05/tf-model-optimization-toolkit-pruning-API.html
       buttons:
       - label: "Read on TensorFlow blog"
         path: https://blog.tensorflow.org/2019/05/tf-model-optimization-toolkit-pruning-API.html
 
-  - classname: devsite-landing-row-cards
-    items:
     - heading: "Introducing the Model Optimization Toolkit for TensorFlow"
       path: https://blog.tensorflow.org/2018/09/introducing-model-optimization-toolkit.html
       buttons:
@@ -101,6 +109,3 @@ landing_page:
       buttons:
       - label: "View on GitHub"
         path: https://github.com/tensorflow/model-optimization
-    - heading: ""
-      options:
-      - hidden

tensorflow_model_optimization/g3doc/guide/index.md

@@ -38,8 +38,8 @@ The area of model optimization can involve various techniques:
 
 Our toolkit supports
 [post-training quantization](./quantization/post_training.md),
-[quantization aware training](./quantization/training.md), and
-[pruning](./pruning/index.md).
+[quantization aware training](./quantization/training.md),
+[pruning](./pruning/index.md), and [clustering](./clustering/index.md).
 
 ### Quantization
 
@@ -51,3 +51,8 @@ requirement to leverage certain hardware.
 
 Sparse models are those where connections in between operators (i.e. neural
 network layers) have been pruned, introducing zeros to the parameter tensors.
+
+### Clustering
+
+Clustered models are those where the original model's parameters are replaced
+with a smaller number of unique values.

tensorflow_model_optimization/g3doc/guide/optimize_further.md

@@ -14,5 +14,6 @@ tune.
 
 Training time tools available for you to try:
 
-* [Weight pruning](./pruning/)
-* [Quantization] (./quantization/training)
+*   [Weight pruning](./pruning/)
+*   [Quantization](./quantization/training)
+*   [Weight clustering](./clustering/)

tensorflow_model_optimization/g3doc/guide/roadmap.md

@@ -23,7 +23,8 @@
 
 ## Weight clustering
 
-*   During-training weight clustering
+*   During-training weight clustering --
+    [Launched](https://blog.tensorflow.org/2020/08/tensorflow-model-optimization-toolkit-weight-clustering-api.html)
 
 ## Cascading compression techniques