Blog posts tagged
"AI/ML"

97 posts


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


Kris Sharma
23 April 2021

Fintech AI/ML on Ubuntu

Article Financial Services

The financial services (FS) industry is going through a period of change and disruption. Technology innovation has provided the means for financial institutions  to reimagine the way in which they operate and interact with their customers, employees and the wider ecosystem. One significant area of development is the...

Kris Sharma
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


aymen frikha
24 March 2021

AI on premise: benefits and a predictive-modeling use case

Article AI

Running an Artificial Intelligence (AI) infrastructure on premise has major challenges like high capex and requires internal expertise. It can provide a lot of benefits for organisations that want to establish an AI strategy. The solution outlined in this post illustrates the power and the utility of Juju, a charmed...

aymen frikha
24 March 2021


Rui Vasconcelos
28 October 2020

Kubeflow operators: lifecycle management for data science

Article AI

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...

Rui Vasconcelos
28 October 2020


Eduardo Aguilar Pelaez
2 March 2020

Kubeflow 1.0 launches

Article AI

Kubeflow 1.0 has been released today and Canonical would like to take this opportunity to congratulate the community for their hard work and leadership (link). What is Kubeflow? Kubeflow is an open source artificial intelligence / machine learning (AI/ML) tool that helps improve deployment, portability and management of...

Eduardo Aguilar Pelaez
2 March 2020


Carmine Rimi
8 July 2019

Machine Learning: serving models with Kubeflow on Ubuntu, Part 1

Kubeflow Cloud and server

This article is the first in a series of machine learning articles focusing on model serving. I assume you’re reading this article because you’re excited about machine learning and quite possibly Kubeflow as well. You might have done some model training and are now trying to understand how to serve those models in...

Carmine Rimi
8 July 2019


Carmine Rimi
20 May 2019

Kubeflow at KubeCon Europe 2019 in Barcelona

Article AI

Kubeflow, the Kubernetes native application for AI and Machine Learning, continues to accelerate feature additions and community growth. The community has released two new versions since the last Kubecon – 0.4 in January and 0.5 in April – and is currently working on the 0.6 release, to be released in July. The key features in

Carmine Rimi
20 May 2019


Canonical
7 March 2019

Canonical at NVIDIA GTC 2019

Article Cloud and server

Canonical will be attending Nvidia’s GTC Conference in San Jose, California March 18 – 21, 2019.

Canonical
7 March 2019


Canonical
26 July 2018

AI, ML, & Ubuntu: Everything you need to know

Webinar Cloud and server

AI and ML adoption in the enterprise is exploding from Silicon Valley to Wall Street. Ubuntu is the premier platform for these ambitions — from developer workstations, to racks, to clouds and to the edge with smart connected IoT. One of the joys that come with new developer trends are a plethora of new technologies

Canonical
26 July 2018


Canonical
18 April 2018

KubeCon + CloudnativeCon Europe 2018

Events Cloud and server

Date: May 2-4 Location: Copenhagen, Denmark Venue: Bella Center Copenhagen Booth: G-C05 The Cloud Native Computing Foundation’s flagship conference will be taking place in Copenhagen from May 2-4. It will cover Kubernetes, Prometheus OpenTracing, Fluentd, Linkerd, gRPC, CoreDNS, and other key technologies in cloud...

Canonical
18 April 2018


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