Blog posts written by Andreea Munteanu

Andreea Munteanu
13 June 2024

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

Article AI

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:

Andreea Munteanu
13 June 2024

Andreea Munteanu
2 June 2024

Deploy GenAI applications with Canonical’s Charmed Kubeflow and NVIDIA NIM

Article AI

It’s been over two years since generative AI (GenAI) took off with the launch of ChatGPT. From that moment on, a variety of applications, models and libraries were launched to address market needs and simplify enterprise activity. As Deloitte observes in its State of Generative AI Q2 2024 report, organisations are now...

Andreea Munteanu
2 June 2024

Andreea Munteanu
10 May 2024

An overview of machine learning security risks

Article AI

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

Andreea Munteanu
10 May 2024

Andreea Munteanu
17 April 2024

What is MLflow?

Article AI

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...

Andreea Munteanu
17 April 2024

Andreea Munteanu
22 March 2024

A deep dive into Kubeflow pipelines

Article AI

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...

Andreea Munteanu
22 March 2024

Andreea Munteanu
5 March 2024

PostgreSQL for AI applications

Article AI

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

Andreea Munteanu
5 March 2024

Andreea Munteanu
19 February 2024

Edge AI: what, why and how with open source

Article Ubuntu

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...

Andreea Munteanu
19 February 2024

Andreea Munteanu
30 January 2024

AI on-prem: what should you know?

Article Cloud and server

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...

Andreea Munteanu
30 January 2024

Andreea Munteanu
5 January 2024

AI in 2024 – What does the future hold?

Article AI

AI in 2024

Andreea Munteanu
5 January 2024

Andreea Munteanu
6 December 2023

Highlights of the Canonical AI Roadshow 2023

Article AI

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

Andreea Munteanu
6 December 2023

Andreea Munteanu
24 November 2023

Building a comprehensive toolkit for machine learning

Article AI

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...

Andreea Munteanu
24 November 2023

Andreea Munteanu
22 November 2023

Canonical releases Charmed Kubeflow 1.8

Article AI

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...

Andreea Munteanu
22 November 2023

Andreea Munteanu
24 October 2023

AI Day in Latin America: Meet us in São Paulo

Article AI

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...

Andreea Munteanu
24 October 2023

Andreea Munteanu
5 October 2023

Learn about all things Kubeflow at Kubeflow Summit 2023

Article AI

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

Andreea Munteanu
5 October 2023