diff --git a/python/guide/packages/gluon/image/index.rst b/python/guide/packages/gluon/image/index.rst index 465f2ef..bfafc5f 100644 --- a/python/guide/packages/gluon/image/index.rst +++ b/python/guide/packages/gluon/image/index.rst @@ -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 ------------------------- diff --git a/python/guide/packages/gluon/index.rst b/python/guide/packages/gluon/index.rst index 84ffd23..96fae55 100644 --- a/python/guide/packages/gluon/index.rst +++ b/python/guide/packages/gluon/index.rst @@ -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 -------- @@ -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 --------------- @@ -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 ------------------- @@ -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: diff --git a/python/guide/packages/gluon/text/index.rst b/python/guide/packages/gluon/text/index.rst index efd3aa5..197f41f 100644 --- a/python/guide/packages/gluon/text/index.rst +++ b/python/guide/packages/gluon/text/index.rst @@ -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 --------------------- diff --git a/python/guide/packages/ndarray/index.rst b/python/guide/packages/ndarray/index.rst index 4ea3f53..adc0389 100644 --- a/python/guide/packages/ndarray/index.rst +++ b/python/guide/packages/ndarray/index.rst @@ -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: