Python Tutorials

Getting started

A 60-minute Gluon crash course

A quick overview of the core concepts of MXNet using the Gluon API.

Moving from other frameworks

Guides that ease your transition to MXNet from other framework.

Packages & Modules

Gluon

MXNet’s imperative interface for Python. If you’re new to MXNet, start here!

NDArray API

How to use the NDArray API to manipulate data. A useful set of tutorials for beginners.

Symbol API

MXNet Symbol API has been deprecated. API documentation is still available for reference.

Autograd API

How to use Automatic Differentiation with the Autograd API.

Performance

Improving Performance

How to get the best performance from MXNet.

Profiler

How to profile MXNet models.

Compression: int8

How to use int8 in your model to boost training speed.

MKL-DNN

How to get the most from your CPU by using Intel’s MKL-DNN.

TVM

How to use TVM to boost performance.

Deployment

MXNet on EC2

How to deploy MXNet on an Amazon EC2 instance.

MXNet on SageMaker

How to run MXNet using Amazon SageMaker.

Customization

Coming Soon (CustomOps and Custom Operators)

Next steps