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Blog posts tagged
"AIML"

Andreea Munteanu
3 March 2023

Top 5 MLOps challenges

AI Article

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 adopting DevOps, you ...

Andreea Munteanu
2 February 2023

From model-centric to data-centric MLOps

AI Article

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 than an innovative act ...

Andreea Munteanu
23 January 2023

What is MLOps going to look like in 2023?

Ubuntu Article

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
8 November 2022

A hands-on guide to work with MindSpore on Kubeflow

AI Article

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 value. For instance, ...

Andreea Munteanu
17 October 2022

Meet us at Kubeflow Summit 2022

AI Article

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 AMA Conference Cen ...

Andreea Munteanu
14 October 2022

Hyperparameter tuning for ML models

AI Article

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 Manager will host ...

Andreea Munteanu
4 October 2022

Kubeflow 1.6 on Kubernetes 1.23 and beyond

AI Article

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 of today, Canonical ...

Andreea Munteanu
17 August 2022

Charmed Kubeflow 1.6 Beta is out: try it today!

AI Article

We are happy to announce that Charmed Kubeflow 1.6 is now available in Beta. Kubeflow has evolved into an end-to-end MLOps platform for optimised complex model training. We’re looking for data scientists, ML engineers and developers to take the Beta release for a drive and share their feedback! Read on to learn more. Read more ...

aymen frikha
24 March 2021

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

AI Article

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 Operator Lifecycle Man ...

Andreea Munteanu
13 October 2020

Ubuntu wants to code the future of Italy

Ubuntu Article

When is CodeMotion Rome 2020: November 24th-26thLocation: virtual Italian spaceBooth: Canonical / Ubuntu Book a meeting In a year of challenges and changing times, the community gets closer and starts gathering in a different way.  From face to face meet-ups, we moved everything virtually and CodeMotion is not an exception. Made by develo ...

Canonical
10 September 2020

How Aldo’s passion for artificial intelligence and machine learning led to a role at Canonical

People and culture Article

Canonical is the company behind Ubuntu, but who are the people behind Canonical? This blog is the second in a series getting to know some of the different employees that make up our company.  For today’s blog, we spoke with Aldo Martinez, a member of our US-based team. Aldo’s passion for artificial intelligence and machine ...

Canonical
2 September 2020

HP Z series on Ubuntu – AI development on enterprise workstations, now in your remote office

Desktop Article

Today, HP announced the launch of its Z series of laptops and workstations certified with Ubuntu 20.04 LTS, the latest additions to their popular professional workstation line. Made to drive AI and machine learning and with hardware that is also suited to 3D and virtual reality development, the Z series is an ideal enterprise workstation ...

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