--- title: 'SageMaker and Kubeflow: end-to-end ML workflows' description: SageMaker and Kubeflow reinvent the end-to-end ML workflows, being empowered by AWS, who gives a comprehensive presentation around the topic. url: https://canonical.com/blog/sagemaker-and-kubeflow?format=md --- 1. [Blog](https://canonical.com/blog) 2. Article --- [Rui Vasconcelos](https://canonical.com/blog/author/ruivasconcelos "More about Rui Vasconcelos") 11 February 2021 # SageMaker and Kubeflow: end-to-end ML workflows [Kubeflow News](https://canonical.com/blog/tag/kubeflow-news) --- Share the article In June 2020, AWS introduced [SageMaker components for Kubeflow.](https://aws.amazon.com/blogs/machine-learning/introducing-amazon-sagemaker-components-for-kubeflow-pipelines/) 6 months later, Antje Barth, Sr. developer advocate @AWS, presents how to build end-to-end ML workflows with Kubeflow Pipelines and how to leverage the benefits of Kubeflow Pipelines and SageMaker altogether. ### AWS re:invents end-to-end ML workflows Watch the video below: If you are more curious, there is an entire stack of articles around SageMaker& Kubeflow * [Documentation](https://aws.amazon.com/blogs/machine-learning/cisco-uses-amazon-sagemaker-and-kubeflow-to-create-a-hybrid-machine-learning-workflow/) * [Success stories](https://aws.amazon.com/blogs/machine-learning/cisco-uses-amazon-sagemaker-and-kubeflow-to-create-a-hybrid-machine-learning-workflow/) * [People’s thoughts](https://medium.com/datasparq-technology/kubeflow-pros-and-cons-kubeflow-vs-airflow-vs-sagemaker-4942d7e7910a) [Get in touch Interested in running Ubuntu in your organization?](https://ubuntu.com/about/contact-us/form) ## Sign up for our newsletter Get the latest Canonical news and updates in your inbox. Work email: \*I agree to receive information about Canonical's products and services. By submitting this form, I confirm that I have read and agree to [Canonical's Privacy Policy](https://canonical.com/legal/dataprivacy). Sign up ## Share on --- ## Related posts [### Kubeflow operations guide](https://canonical.com/blog/kubeflow-operations-guide) Operating MLOps stacks alike Kubeflow in an increasingly multi-cloud world will be a key topic as this market and Kubernetes adoption grow. Kubeflow operations webinar To... [Andreea Munteanu](https://canonical.com/blog/author/munteanuandreea) 17 March 2021 [### Latest community videos](https://canonical.com/blog/latest-kubeflow-videos) MLOps community jewels The MLOps community continues to grow and gift us with great content and discussions around the topic! Here are a couple of interesting discussions – a... [Rui Vasconcelos](https://canonical.com/blog/author/ruivasconcelos) 8 March 2021 [### Still figuring out what is Kubeflow?](https://canonical.com/blog/kubeflow-learn-understand) Kubeflow has become quite popular in the MLOps community as the tool that enables data science teams to automate their workflows from data preprocessing to model deployment on... [Andreea Munteanu](https://canonical.com/blog/author/munteanuandreea) 22 February 2021 [### Kubeflow impact from health to telco](https://canonical.com/blog/kubeflow-impact-from-health-to-telco) From Gitlab to Kubeflow in Healthcare ML Lifen, the french platform for healthcare products, recently switched from Gitlab’s jobs to Kubeflow Pipelines for continuous learning... [Rui Vasconcelos](https://canonical.com/blog/author/ruivasconcelos) 8 February 2021