Andreea Munteanu

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

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,

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

If you’re working with AI, you’re working with data.  From numerical data to videos or images, regardless of your industry or use case, every AI project depends on data in some form. The question is: how can you efficiently store that data and use it when building your models? One answer is PostgreSQL, a proven

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

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

AI in 2024

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

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, 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

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

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

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

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

The Canonical AI Roadshow has started. Meet us around the globe. Date: 11-12 October 2023 Location: Taets Art & Event Park, Amsterdam, Netherlands Booth: A24 The Canonical AI Roadshow is taking off. Generative AI, large language models (LLMs) and predictive analytics are shaping the future of technology. Experience the latest advances in

Large language models (LLMs) are the topic of the year. They are as complex as they are exciting, and everyone can agree they put artificial intelligence in the spotlight. Once LLms were released to the public, the hype around them grew and so did their potential use cases – LLM-based chatbots being one of them.