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Blog posts tagged
"AIML"


Andreea Munteanu
17 February 2025

7 considerations when building your ML architecture

AI Article

As the number of organizations moving their ML projects to production is growing, the need to build reliable, scalable architecture has become a more pressing concern. According to BCG (Boston Consulting Group), only 6% of organizations are investing in upskilling their workforce in AI skills. For any organization seeking to reach AI matu ...


Andreea Munteanu
12 February 2025

AI in 2025: is it an agentic year?

AI Article

2024 was the GenAI year. With new and more performant LLMs and a higher number of projects rolled out to production, adoption of GenAI doubled compared to the previous year (source: Gartner). In the same report, organizations answered that they are using AI in more than one part of their business, with 65% of respondents ...


Andreea Munteanu
1 November 2024

Charmed Kubeflow vs Kubeflow

AI Article

Why should you use an official distribution of Kubeflow? Kubeflow is an open source MLOps platform that is designed to enable organizations to scale their ML initiatives and automate their workloads. It is a cloud-native solution that helps developers run the entire machine learning lifecycle within a single solution on Kubernetes. It can ...


Andreea Munteanu
17 April 2024

What is MLflow?

AI Article

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, ...


Andreea Munteanu
22 March 2024

A deep dive into Kubeflow pipelines 

AI Article

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 ...


Andreea Munteanu
5 January 2024

AI in 2024 – What does the future hold?

AI Article

AI in 2024 ...


Andreea Munteanu
24 November 2023

Building a comprehensive toolkit for machine learning

AI Article

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’ ...


Andreea Munteanu
22 November 2023

Canonical releases Charmed Kubeflow 1.8

AI Article

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 ...


Hasmik Zmoyan
6 November 2023

Podcast: Data in AI

AI Article

Welcome to the 7th episode of Ubuntu AI podcast. Together with industry experts we’re discussing the topic of the year: AI. From fun experiments to enterprise projects, AI became the center of attention when it comes to innovation, digital transformation and optimization. Open source technologies democratized access to state-of-the-art ma ...


Hasmik Zmoyan
29 September 2023

Ubuntu AI podcast: Understanding MLOps and Observability

AI Article

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 ...


Andreea Munteanu
28 September 2023

Meet Canonical at MLOps World 2023

AI Article

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 ...


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