Blog posts written by Rui Vasconcelos

Rui Vasconcelos
17 May 2021

A guide to ML model serving

AI Article

TL;DR: How you deploy models into production is what separates an academic exercise from an investment in ML that is value-generating for your business. At scale, this becomes painfully complex. This guide walks you through industry best practices and methods, concluding with a practical tool, KFServing, that tackles model serving at scal ...

Rui Vasconcelos
23 April 2021

What is KFServing?

AI Article

TL;DR: KFServing is a novel cloud-native multi-framework model serving tool for serverless inference. A bit of history KFServing was born as part of the Kubeflow project, a joint effort between AI/ML industry leaders to standardize machine learning operations on top of Kubernetes. It aims at solving the difficulties of model deployment to ...

Rui Vasconcelos
8 March 2021

Latest community videos

Ubuntu Article

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 long one (1h) about Kubeflow, feature stores, and other platforms in the MLOps space, and a short one (3 min) on how to manage dependencies: Sneak ...

Rui Vasconcelos
11 February 2021

SageMaker and Kubeflow: end-to-end ML workflows

Ubuntu Article

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 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 yo ...

Rui Vasconcelos
8 February 2021

Kubeflow impact from health to telco

Ubuntu Article

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 capabilities and showcases the transition and its benefits. Check out the blog post Kubeflow for AI in the Telco industry Maciej Mazur, Product Manager @Canonical f ...

Rui Vasconcelos
26 January 2021

Latest Kubeflow posts

Ubuntu Article

Scaling Keras on Kubernetes with Kubeflow In this week’s blog post, Kirill Goltsman has deconstructed how to use Kubeflow, TFOperator, MPI Operator to train and deploy Keras models at scale. Check out his blog post! How Kubeflow & MLOps can help security David Aronchick, co-founder of Kubeflow and head of OSS ML Strategy at Microsoft ...

Rui Vasconcelos
5 November 2020

Canonical Kubeflow Operators

Ubuntu Article

Canonical, the publisher of Ubuntu, announces Kubeflow operators and packages. Within the last week, Canonical announced two new technologies that aim at improving the Kubeflow experience: Charmed Kubeflow – A set of Kubeflow charm operators, that leverage Juju OLM technology for lifecycle management of the applications inside Kubeflow. R ...

Rui Vasconcelos
4 November 2020

Deploying Kubeflow everywhere: desktop, edge, and IoT devices

AI Article

Kubeflow, the ML toolkit on K8s, now fits on your desktop and edge devices! 🚀 Data science workflows on Kubernetes Kubeflow provides the cloud-native interface between Kubernetes and data science tools: libraries, frameworks, pipelines, and notebooks. > Read more about what is Kubeflow Cloud-native MLOps toolkit gets heavy To make Kubeflo ...

Rui Vasconcelos
28 October 2020

Kubeflow operators: lifecycle management for data science

AI Article

Canonical, the publisher of Ubuntu, releases Charmed Kubeflow, a set of charm operators to deliver the 20+ applications that make up the latest version of Kubeflow, for easy consumption anywhere, from workstations to on-prem, public cloud, and edge. > Visit Charmed-kubeflow.io to learn more. Kubeflow, the ML toolkit on K8s Kubeflow provid ...

Rui Vasconcelos
24 August 2020

Kubeflow 1.1 is out!

Ubuntu Article

New release, increased capabilities. After 6 months since the release of 1.0, Kubeflow releases a new version with increased capabilities. This new version has focused on improving ML Workflow Productivity, Isolation and Security, and GitOps. Here is a list of the enhanced features: Fairing and Kale (Kubeflow Automated pipeLines Engine) f ...

Rui Vasconcelos
17 July 2020

Kubeflow latest events

Ubuntu Article

Kubeflow dojo by IBM IBM organizes a 2-day Kubeflow dojo to get you up to speed on Kubeflow. If you did not have a chance to attend, check out the videos and slides here: Kubeflow Dojo by IBM Pipelines webinar by Canonical Canonical hosts one webinar alongside blog series to demystify Kubeflow pipelines and help ...

Rui Vasconcelos
2 July 2020

Building Kubeflow pipelines: Data science workflows on Kubernetes – Part 2

AI Article

This blog series is part of the joint collaboration between Canonical and Manceps. Visit our AI consulting and delivery services page to know more. Introduction Kubeflow Pipelines are a great way to build portable, scalable machine learning workflows. It is a part of the Kubeflow project that aims to reduce the complexity and time involv ...