SageMaker Fridays Season 3, Episode 7 - Building models automatically with AutoML

Broadcasted live on 14/05/2021. Join us for more episodes at https://amazonsagemakerfridays.splashthat.com/

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In this episode, we'll dive into SageMaker AutoPilot, an AutoML capability. Starting from a tabular dataset, we'll launch an AutoML job in just a few clicks (or just a few lines of code). Then, we'll explore in detail the different steps in AutoPilot, such as automatic feature engineering and model tuning. We'll show you the auto-generated notebooks, and how you can run them yourself for further optimization. Finally, we look at AutoGluon, an open source library for AutoML.

*** Notebook
https://gitlab.com/juliensimon/amazon-studio-demos/-/tree/master/sagemaker_fridays

*** Blog posts

https://aws.amazon.com/blogs/aws/amazon-sagemaker-autopilot-fully-managed-automatic-machine-learning/

https://aws.amazon.com/blogs/opensource/machine-learning-with-autogluon-an-open-source-automl-library/

***AutoGluon

https://auto.gluon.ai

https://github.com/awslabs/autogluon

https://arxiv.org/abs/2003.06505

Видео SageMaker Fridays Season 3, Episode 7 - Building models automatically with AutoML канала Julien Simon