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12 changes: 12 additions & 0 deletions python/guide/packages/gluon/image/index.rst
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Expand Up @@ -33,6 +33,18 @@ Advanced Image Tutorials

Implementing an InfoGAN based on the MXNet Gluon.

.. card::
:title: Large Scale Image Classification
:link: https://mxnet.incubator.apache.org/versions/master/tutorials/vision/large_scale_classification.html

Training large networks using multiple machines with multiple GPUs.

.. card::
:title: Visualizing Decisions of Convolutional Neural Networks
:link: https://mxnet.incubator.apache.org/versions/master/tutorials/vision/cnn_visualization.html

Visualizing the predictions made by convolutional neural networks.

GluonCV Toolkit Tutorials
-------------------------

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40 changes: 40 additions & 0 deletions python/guide/packages/gluon/index.rst
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Expand Up @@ -83,6 +83,12 @@ Data

A guide to the NDArray data structure.

.. card::
:title: Data Transforms
:link: https://mxnet.incubator.apache.org/versions/master/tutorials/gluon/transforms.html

Transforming data before passing it to a network.

Training
--------

Expand Down Expand Up @@ -156,6 +162,24 @@ Training

How to use Automatic Differentiation with the Autograd API.

.. card::
:title: Multiple GPUs training with Gluon API
:link: https://mxnet.incubator.apache.org/versions/master/tutorials/gluon/multi_gpu.html

Training deep learning neural networks on multiple GPUs in a single machine.

.. card::
:title: Using AMP (Automatic Mixed Precision) in MXNet
:link: https://mxnet.incubator.apache.org/versions/master/tutorials/amp/amp_tutorial.html

Getting started with mixed precision training using AMP for MXNet.

.. card::
:title: Generative Adversarial Network (GAN)¶
:link: https://mxnet.incubator.apache.org/versions/master/tutorials/unsupervised_learning/gan.html

An introduction to using Generative Adversarial Networks (GANs) in unsupervised learning.

Advanced Topics
---------------

Expand Down Expand Up @@ -209,6 +233,17 @@ Advanced Topics

Advanced exploration of Learning Rate shapes.

.. card::
:title: Hybridize Gluon models with control flows
:link: https://mxnet.incubator.apache.org/versions/master/tutorials/control_flow/ControlFlowTutorial.html

Using control flow operators in Gluon.

.. card::
:title: Gluon Performance Tips & Tricks¶
:link: https://mxnet.incubator.apache.org/versions/master/tutorials/gluon/performance.html

Tips for speeding up training and inference.

Applications Topics
-------------------
Expand All @@ -227,6 +262,11 @@ Applications Topics

How to create deep learning models for text.

.. card::
:title: Connectionist Temporal Classification
:link: https://mxnet.incubator.apache.org/versions/master/tutorials/speech_recognition/ctc.html

Using Connectionist Temporal Classification (CTC) to train Recurrent Neural Networks (RNNs).

.. toctree::
:hidden:
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10 changes: 10 additions & 0 deletions python/guide/packages/gluon/text/index.rst
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Expand Up @@ -83,6 +83,16 @@ Sentiment Analysis

See how to fine-tune a pre-trained language model to perform sentiment analysis on movie reviews.

.. container:: cards

.. card::
:title: Text Classification Using a Convolutional Neural Network on MXNet
:link: https://mxnet.incubator.apache.org/versions/master/tutorials/nlp/cnn.html

Using convolutional neural networks for sentence sentiment classification.



Sequence Sampling
---------------------

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6 changes: 6 additions & 0 deletions python/guide/packages/ndarray/index.rst
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Expand Up @@ -64,6 +64,12 @@ NDArray

How to train a linear regression model with sparse symbols.

.. card::
:title: Sparse NDArrays with Gluon
:link: https://mxnet.incubator.apache.org/versions/master/tutorials/sparse/train_gluon.html

Using Sparse NDArrays with the Gluon API.

.. toctree::
:hidden:

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