Blog posts written by Andreea Munteanu

Andreea Munteanu
8 March 2023

Charmed Kubeflow 1.7 Beta is here. Try it now!

Article AI

Canonical is happy to announce that Charmed Kubeflow 1.7 is now available in Beta. Kubeflow is a foundational part of the MLOps ecosystem that has been evolving over the years. With Charmed Kubeflow 1.7, users benefit from the ability to run serverless workloads and perform model inference regardless of the machine...

Andreea Munteanu
8 March 2023

Andreea Munteanu
3 March 2023

Top 5 MLOps challenges

Article AI

After ChatGPT took off, the AI/ML market suddenly became attractive to everyone. But is it that easy to kickstart a project? More importantly, what do you need to scale an AI initiative? MLOps or machine learning operations is the answer when it comes to automating machine learning workflows. Adopting MLOps is like...

Andreea Munteanu
3 March 2023

Andreea Munteanu
2 February 2023

From model-centric to data-centric MLOps

Article AI

MLOps (short for machine learning operations) is slowly evolving into an independent approach to the machine learning lifecycle that includes all steps – from data gathering to governance and monitoring. It will become a standard as artificial intelligence is moving towards becoming part of everyday business, rather...

Andreea Munteanu
2 February 2023

Andreea Munteanu
23 January 2023

What is MLOps going to look like in 2023?

Article Ubuntu

While AI seems to be the topic of the moment, especially in the tech industry, the need to make it happen in a reliable way is becoming more obvious. MLOps, as a practice, finds itself in a place where it needs to keep growing and remain relevant in view of the latest trends. Solutions like

Andreea Munteanu
23 January 2023

Andreea Munteanu
14 December 2022

What is MLOps?

Article AI

MLOps is the short term for machine learning operations and it represents a set of practices that aim to simplify workflow processes and automate machine learning and deep learning deployments. It accomplishes the deployment and maintenance of models reliably and efficiently for production, at a large scale. MLOps is...

Andreea Munteanu
14 December 2022

Andreea Munteanu
24 November 2022

AI/ML in retail: how the shopping experience has changed

Article AI

From brick-and-mortar stores to online marketplaces, retail companies are all increasing their investments in artificial intelligence, in order to gain a competitive advantage!

Andreea Munteanu
24 November 2022

Andreea Munteanu
11 November 2022

Rencontrez Canonical à Cloud Expo Europe Paris 2022

Article Apps

Le salon leader de Londres, Paris, Francfort et Singapour ouvrira ses portes aux leaders du business tech à Paris les 16 & 17 novembre 2022. Retrouvez Canonical au stand F42, Hall 3 pour tout savoir sur nos technologies cloud, y compris les services et applications cloud, ainsi que les services multi-cloud et infogéré....

Andreea Munteanu
11 November 2022

Andreea Munteanu
8 November 2022

A hands-on guide to work with MindSpore on Kubeflow

Article AI

Looking at the report that Gartner did in 2022 regarding top technology trends, AI engineering represents an important pillar in the near future. It is composed of three core technologies: DataOps, MLOps and DevOps.The discipline’s main purpose is to develop AI models that can quickly and continuously provide business...

Andreea Munteanu
8 November 2022

Andreea Munteanu
4 November 2022

Learn about MLOps: Kubeflow at OSXP 2022

Article AI

When: 8-9 November 2022 Where: Booth E32, OSXP Palais de Congres, Paris Open Source Experience is the meeting place for the entire open-source software industry. It gathers more than 4,500 professionals, allowing them to deep dive into open-source technologies, solutions and challenges in France and Europe. The event...

Andreea Munteanu
4 November 2022

Andreea Munteanu
26 October 2022

Kubeflow just applied to join CNCF – what does it mean for you?

Article AI

Google just announced that they have submitted an application for Kubeflow to become an incubating project in the Cloud Native Computing Foundation (CNCF). It is an initiative supported by the Kubeflow Project Steering group. The request is visible to everyone and it represents a game changer for the rhythm which...

Andreea Munteanu
26 October 2022

Andreea Munteanu
18 October 2022

Kubeflow at CloudExpo Madrid

Article AI

Date: October 26-27 2022 Where: CloudExpo Madrid, IFEMA Madrid CloudExpo Madrid is an important event in the Iberian peninsula that brings together exciting topics from the tech world: from cloud to security and from digital transformation to task automation. Canonical is happy to attend this year and talk about...

Andreea Munteanu
18 October 2022

Andreea Munteanu
17 October 2022

Meet us at Kubeflow Summit 2022

Article AI

Kubeflow summit aims to bring together users, contributors and professionals who benefit from the open-source MLOps platform. After two unusual years, in 2022 the community decided to take a step further and organise two days that will be all about…Kubeflow So…where and when do we meet? Either virtually or in person, at...

Andreea Munteanu
17 October 2022

Andreea Munteanu
14 October 2022

Hyperparameter tuning for ML models

Article AI

To create a machine learning model, you need to design and optimise the model’s architecture. This involves performing hyperparameter tuning, to enable developers to maximise the performance of their work. How do hyperparameters differ from model parameters? Michal Hucko, Kubeflow engineer, and Andreea Munteanu, Product...

Andreea Munteanu
14 October 2022

Andreea Munteanu
4 October 2022

Kubeflow 1.6 on Kubernetes 1.23 and beyond

Article AI

Kubeflow is an open-source MLOps platform that runs on top of Kubernetes. Kubeflow 1.6 was released September 7 2022 with Canonical’s official distribution, Charmed Kubeflow, following shortly after. It came with support for Kubernetes 1.22. However, the MLOps landscape evolves quickly and so does Charmed Kubeflow. As...

Andreea Munteanu
4 October 2022