--- title: 'Digest #2019.08.26 – Kubeflow basics, TensorFlow 2.0' description: Kubeflow for Poets – This article introduces the core concepts necessary to understand all of the moving pieces in a Kubeflow based machine learning Pipeline. It includes a brief introduction to microservices, Docker, Kubeflow, Kubernetes, virtualisation, Google cloud and more. Read this article for step-by-step low level interaction with […] url: https://canonical.com/blog/digest-2019-08-26-kubeflow-basics-tensorflow-2-0?format=md --- 1. [Blog](https://canonical.com/blog) 2. Article --- [Carmine Rimi](https://canonical.com/blog/author/carmine-rimi "More about Carmine Rimi") 26 August 2019 # Digest #2019.08.26 – Kubeflow basics, TensorFlow 2.0 [Kubeflow News](https://canonical.com/blog/tag/kubeflow-news) --- Share the article * [Kubeflow for Poets](https://towardsdatascience.com/kubeflow-for-poets-a05a5d4158ce) – This article introduces the core concepts necessary to understand all of the moving pieces in a Kubeflow based machine learning Pipeline. It includes a brief introduction to microservices, Docker, Kubeflow, Kubernetes, virtualisation, Google cloud and more. Read this article for step-by-step low level interaction with every component in the toolchain, from dockerfiles to GKE. * [TensorFlow 2.0 RC Available](https://www.tensorflow.org/beta) – Take advantage of the next wave of innovation for TensorFlow. The 2.0 release is a major milestone and brings a focus on ease of use and simplification. It comes with many features to support this focus – eager execution, tighter Keras integration, loadable TF-Hub models, end-to-end ML pipelines with TFX, and much more. * [How AI Is Changing The Game For Recruiting](https://www.forbes.com/sites/valleyvoices/2018/01/29/how-ai-is-changing-the-game-for-recruiting) – In this use case spotlight, we review how machine learning toolkits like [Kubeflow](https://kubeflow.org/) and AI are changing the recruiting industry. Talent acquisition is expensive, and getting it wrong is more expensive. AI can helping improve talent acquisition efficiency and effectiveness. From finding the right candidates to creating and delivering the right message to those candidates, read this article to discover more. [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 [### SageMaker and Kubeflow: end-to-end ML workflows](https://canonical.com/blog/sagemaker-and-kubeflow) In June 2020, AWS introduced SageMaker components for Kubeflow. 6 months later, Antje Barth, Sr. developer advocate @AWS, presents how to build end-to-end ML workflows with... [Rui Vasconcelos](https://canonical.com/blog/author/ruivasconcelos) 11 February 2021