Add TensorBoard tutorial

Author: Ubuntu

_static/img/tensorboard_figure.png

@@ -60,6 +60,11 @@ Getting Started
 
 .. .. galleryitem:: beginner/saving_loading_models.py
 
+.. customgalleryitem::
+   :figure: /_static/img/thumbnails/pytorch_tensorboard.png
+   :tooltip: Learn to use TensorBoard to visualize data and model training
+   :description: :doc:`intermediate/tensorboard_tutorial`
+
 .. customgalleryitem::
    :figure: /_static/img/torch.nn.png
    :tooltip: Use torch.nn to create and train a neural network
@@ -144,11 +149,6 @@ Text
 .. galleryitem:: intermediate/seq2seq_translation_tutorial.py
   :figure: _static/img/seq2seq_flat.png
 
-.. customgalleryitem::
-    :tooltip: Sentiment Ngrams with Torchtext
-    :figure: /_static/img/text_sentiment_ngrams_model.png
-    :description: :doc:`/beginner/text_sentiment_ngrams_tutorial`
-
 .. raw:: html
 
     <div style='clear:both'></div>
@@ -271,6 +271,7 @@ PyTorch in Other Languages
    beginner/pytorch_with_examples
    beginner/transfer_learning_tutorial
    beginner/deploy_seq2seq_hybrid_frontend_tutorial
+   intermediate/tensorboard_tutorial
    beginner/saving_loading_models
    beginner/nn_tutorial
 
@@ -304,7 +305,6 @@ PyTorch in Other Languages
    intermediate/char_rnn_classification_tutorial
    beginner/deep_learning_nlp_tutorial
    intermediate/seq2seq_translation_tutorial
-   beginner/text_sentiment_ngrams_tutorial
 
 .. toctree::
    :maxdepth: 2

_static/img/tensorboard_first_view.png

@@ -1,30 +1,34 @@
 Intermediate tutorials
 ----------------------
 
-1. char_rnn_classification_tutorial.py
+1. tensorboard_tutorial.py
+	Classifying Names with a Character-Level RNN
+	https://pytorch.org/tutorials/beginner/tensorboard_tutorial.html
+
+2. char_rnn_classification_tutorial.py
 	Classifying Names with a Character-Level RNN
 	https://pytorch.org/tutorials/intermediate/char_rnn_classification_tutorial.html
 
-2. char_rnn_generation_tutorial.py
+3. char_rnn_generation_tutorial.py
 	Generating Names with a Character-Level RNN
 	https://pytorch.org/tutorials/intermediate/char_rnn_generation_tutorial.html
 
-3. seq2seq_translation_tutorial.py
+4. seq2seq_translation_tutorial.py
 	Translation with a Sequence to Sequence Network and Attention
 	https://pytorch.org/tutorials/intermediate/seq2seq_translation_tutorial.html
 
-4. reinforcement_q_learning.py
+5. reinforcement_q_learning.py
 	Reinforcement Learning (DQN) Tutorial
 	https://pytorch.org/tutorials/intermediate/reinforcement_q_learning.html
 
-5. dist_tuto.rst
+6. dist_tuto.rst
 	Writing Distributed Applications with PyTorch
 	https://pytorch.org/tutorials/intermediate/dist_tuto.html
 
-6. spatial_transformer_tutorial
+7. spatial_transformer_tutorial
 	Spatial Transformer Networks Tutorial
 	https://pytorch.org/tutorials/intermediate/spatial_transformer_tutorial.html
 
-7. flask_rest_api_tutorial.py
+8. flask_rest_api_tutorial.py
 	Deploying PyTorch and Building a REST API using Flask
 	https://pytorch.org/tutorials/beginner/flask_rest_api_tutorial.html