AWS Open Source Blog

Tag: Machine Learning

AutoGluon how-to tutorial

Machine learning with AutoGluon, an open source AutoML library

If you work in data science, you might think that the hardest thing about machine learning is not knowing when you’ll be done. You start with a problem, a dataset, and an idea about how to solve it, but you never know whether your approach is going to work until later, after you’ve wasted time. […]

Read More
GluonTS-graph.

Announcing Gluon Time Series, an Open-Source Time Series Modeling Toolkit

Today, we announce the availability of Gluon Time Series (GluonTS), an Apache MXNet-based toolkit for time series analysis using the Gluon API. We are excited to give researchers and practitioners working with time series data access to this toolkit, which we have built for our own needs as applied scientists working on real-world industrial time […]

Read More
EKS performance - resnet50.

Best Practices for Optimizing Distributed Deep Learning Performance on Amazon EKS

中文版 – In this post, we will demonstrate how to create a fully-managed Kubernetes cluster on AWS using Amazon Elastic Container Service for Kubernetes (Amazon EKS), and how to run distributed deep learning training jobs using Kubeflow and the AWS FSx CSI driver. We then will discuss best practices to optimize machine learning training performance […]

Read More