Blog posts tagged
"machine learning"

45 posts


Andreea Munteanu
17 August 2022

Charmed Kubeflow 1.6 Beta is out: try it today!

Article AI

We are happy to announce that Charmed Kubeflow 1.6 is now available in Beta. Kubeflow has evolved into an end-to-end MLOps platform for optimised complex model training. We’re looking for data scientists, ML engineers and developers to take the Beta release for a drive and share their feedback! Read on to learn more. Read more

Andreea Munteanu
17 August 2022


Kris Sharma
21 February 2022

Open source Machine Learning toolkit for financial services

Article Financial Services

The financial services sector is adopting Artificial Intelligence technologies at a growing rate. Areas such as asset management, algorithmic trading, credit underwriting, blockchain based finance solutions, fraud detection and claims processing have all seen increased adoption of Machine Learning to drive more robust...

Kris Sharma
21 February 2022


Valentin Viennot
9 December 2021

How to colourise black & white pictures with OpenVINO™ on Ubuntu containers (Part 2)

Article AI

This blog is the last part of a series – don’t miss parts one and zero. We’re on a mission to demonstrate OpenVINO™ on Ubuntu containers; from the consistently outstanding developer experience to the added trust to your software supply chain. In this blog, I’ll guide you on your way to building and deploying an

Valentin Viennot
9 December 2021


Valentin Viennot
3 December 2021

How to colourise black & white pictures: OpenVINO™ on Ubuntu containers demo (Part 1)

Article AI

Christmas is coming, but you don’t have a present on hand for your (grand)parents (Mom, Dad, if you’re reading this – I promise this post isn’t drawn from real life!). Looking for a solution? If your loved ones happened to live through the era of monochrome photography, keep reading. You can work some magic with

Valentin Viennot
3 December 2021


Valentin Viennot
10 November 2021

Intel and Canonical to secure containers software supply chain

Article Ubuntu

Intel and Canonical collaborate to build and publish OpenVINO™ container images based on the Ubuntu ecosystem. This work aims to provide trusted, secure, and developer-friendly container images for AI/ML applications in many industries. The provenance challenge facing cloud software Today, cloud-native developers...

Valentin Viennot
10 November 2021


aymen frikha
28 July 2021

From notebooks to pipelines with Kubeflow KALE

Article AI

What is Kubeflow? Kubeflow is the open-source machine learning toolkit on top of Kubernetes. Kubeflow translates steps in your data science workflow into Kubernetes jobs, providing the cloud-native interface for your ML libraries, frameworks, pipelines and notebooks. Read more about Kubeflow Notebooks in Kubeflow Within...

aymen frikha
28 July 2021


robgibbon
20 May 2021

Data Lab, Data Lake, Data Hub: what’s the difference?

Article AI

In this post we’ll explore the concepts of data lake, data hub and data lab. There are many opinions and interpretations of these concepts, and they are broadly comparable. In fact, many might say they’re synonymous and we’re just splitting hairs. Let’s look again.

robgibbon
20 May 2021


Rui Vasconcelos
17 May 2021

A guide to ML model serving

Article AI

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...

Rui Vasconcelos
17 May 2021


Rui Vasconcelos
23 April 2021

What is KFServing?

Article AI

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...

Rui Vasconcelos
23 April 2021


anastasiavalti
13 April 2021

Telecom AI: a guide for data teams

Article Telecommunications

Data is the new oil, and Artificial Intelligence is the way to monetize it. According to an IDC report, Artificial Intelligence (AI), alongside 5G, IoT, and cloud computing, is one of the technologies reshaping the telecom industry. From data-driven decisions to fully automated and self-healing networks, AI developments...

anastasiavalti
13 April 2021


anastasiavalti
13 April 2021

Security at the Edge: hardware accelerated AI-based cybersecurity with Canonical Ubuntu and the BlueField-2 DPU

Article AI

During GTC last fall, NVIDIA announced an increased focus on the enterprise datacenter, including their vision of the datacenter-on-a-chip. The three pillars of this new software-defined datacenter include the data processing unit (DPU) along with the CPU and GPU. The NVIDIA BlueField DPU advances SmartNIC technology,...

anastasiavalti
13 April 2021


Maciej Mazur
5 April 2021

Ubuntu for machine learning with NVIDIA RAPIDS in 10 min

Article AI

10 minutes tutorial on how to set up Ubuntu for machine learning, data science and data analytics using NVIDIA RAPIDS, NGC Containers and Anaconda.

Maciej Mazur
5 April 2021


Rui Vasconcelos
2 July 2020

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

Article AI

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...

Rui Vasconcelos
2 July 2020


Adi Singh
25 June 2020

Open source holds the key to autonomous vehicles

Article Internet of Things

A growing number of car companies have made their autonomous vehicle (AV) datasets public in recent years.  Daimler fueled the trend by making its Cityscapes dataset freely available in 2016. Baidu and Aptiv respectively shared the ApolloScapes and nuScenes datasets in 2018. Lyft, Waymo and Argo followed suit in 2019....

Adi Singh
25 June 2020