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Blog posts tagged "MLOps"

Solving newcomer data science challenges with Canonical’s Data Science Stack – now in beta

Data science is one of the most exciting topics of the last century. With its utility in industries of all kinds, it’s easy to see why it has been rated as one of the top 20 fast-growing occupations in the US, according to the Bureau of Labour Statistics.  However, entering this fast-growing space isn’t’ easy:

An overview of machine learning security risks

Data is at the heart of all machine learning (ML) initiatives – and bad actors know it. As AI continues to occupy the limelight of modern tech discourse, ML systems are becoming increasingly attractive targets for attack. With the Identity Theft Resource Center reporting a 72% spike in data breaches in 2023, it’s critical to

What is MLflow?

MLflow is an open source platform, used for managing machine learning workflows. It was launched back in 2018 and has grown in popularity ever since, reaching 10 million users in November 2022. AI enthusiasts and professionals have struggled with experiment tracking, model management and code reproducibility, so when MLflow was launched,

A deep dive into Kubeflow pipelines

Widely adopted by both developers and organisations, Kubeflow is an MLOps platform that runs on Kubernetes and automates machine learning (ML) workloads. It covers the entire ML lifecycle, enabling data scientists and machine learning engineers to develop and deploy ML models. Kubeflow is designed as a suite of leading open source project

Edge AI: what, why and how with open source

Edge AI is transforming the way that devices interact with data centres, challenging organisations to stay up to speed with the latest innovations. From AI-powered healthcare instruments to autonomous vehicles, there are plenty of use cases that benefit from artificial intelligence on edge devices. This blog will dive into the topic, capt

AI on-prem: what should you know?

Organisations are reshaping their digital strategies, and AI is at the heart of these changes, with many projects now ready to run in production. Enterprises often start these AI projects on the public cloud because of the ability to minimise the hardware burden. However, as initiatives scale, organisations often look to migrate the workl

Highlights of the Canonical AI Roadshow 2023

It’s a wrap – Canonical AI Roadshow 2023 has come to an end. From Brazil to the United Arab Emirates, from Europe to the US, we’ve spent an amazing 10 weeks talking with people all over the world about how to innovate at speed with open source artificial intelligence (AI), and how to make enterprise

Building a comprehensive toolkit for machine learning

In the last couple of years, the AI landscape has evolved from a researched-focused practice to a discipline delivering production-grade projects that are transforming operations across industries. Enterprises are growing their AI budgets, and are open to investing both in infrastructure and talent to accelerate their initiatives – so it’

Canonical releases Charmed Kubeflow 1.8

Canonical, the publisher of Ubuntu, announced today the general availability of Charmed Kubeflow 1.8. Charmed Kubeflow is an open source, end-to-end MLOps platform that enables professionals to easily develop and deploy AI/ML models. It runs on any cloud, including hybrid cloud or multi-cloud scenarios. This latest release also offers the

Canonical at AWS re:Invent – What you need to know!

Though the Las Vegas Grand Prix has come to a close, the Canonical team is gearing up for the next big race at AWS re:Invent, slated for November 27-December 1, 2023. After a thrilling event in 2022, we’re excited and proud to be a sponsor once again in 2023. Learn more about the ways that

AI Day in Latin America: Meet us in São Paulo

Date: 21-22 November 2023 Where: Rubaiyat, São Paulo, brazil The Canonical AI Roadshow is heading to Latin America. We will stop in Sao Paolo, Brazil, to host an event focusing on artificial intelligence. We’ll be discussing machine learning operations (MLOps), large language models (LLMs) and open source among other hot topics.  Register

Learn about all things Kubeflow at Kubeflow Summit 2023

The Kubeflow community is meeting again this year to celebrate their success, learn from their users and discuss some of the challenges of the open source world in the MLOps context. Kubeflow Summit 2023 will take place on October 6 2023, in a hybrid format.  Attendees can join in person at Irving Convention Center or

Charmed Kubeflow 1.8 Beta is here

Have you heard the news? Charmed Kubeflow 1.8 is available in Beta. Kubeflow is the foundation of Canonical MLOps. The latest release brings improved capabilities to personalise different components of the platform, including the images that can be used in Notebooks. We are looking for data scientists, machine learning engineers, creators

Ubuntu AI podcast: Understanding MLOps and Observability

Ubuntu AI podcast Welcome to Ubuntu AI podcast! From fun experiments to enterprise projects, AI became the center of attention when it comes to innovation, digital transformation and optimisatation. Open source technologies democratised access to state of the art machine learning tools and opened doors for everyone ready to embark on thei

Meet Canonical at MLOps World 2023

The AI Roadshow lands in the USA Date: 25-26 October 2023 Location: Renaissance Austin Hotel, Austin, Texas Book a meeting The Canonical AI Roadshow will soon cross the Atlantic and stop in Austin, Texas. We will be at MLOps World, as well as the Generative AI Summit, a co-located event. Machine learning operations (MLOps), large