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Blog posts tagged
"deep learning"

Hugo Huang
11 December 2025

How to launch a Deep Learning VM on Google Cloud

AI Ubuntu tech blog

Setting up a local Deep Learning environment can be a headache. Between managing CUDA drivers, resolving Python library conflicts, and ensuring you have enough GPU power, you often spend more time configuring than coding. Google Cloud and Canonical work together to solve this with Deep Learning VM Images, which use Ubuntu Accelerator Opti ...

Canonical
8 November 2022

Charmed Kubeflow now integrates with MindSpore

AI Ubuntu tech blog

The integration allows users to leverage deep learning for AI/ML projects within the MLOps platform On 8 November 2022, at Open Source Experience Paris, Canonical announced that Charmed Kubeflow, Canonical’s enterprise-ready Kubeflow distribution, now integrates with MindSpore, a deep learning framework open-sourced by Huawei.  Charmed Ku ...

aymen frikha
28 July 2021

From notebooks to pipelines with Kubeflow KALE

AI Ubuntu tech blog

What is Kubeflow? Kubeflow is the open-source machine learning toolkit on top of Kubernetes. Kubeflow translates steps in your data science workflow into Kubernetes jobs, providing the cloud-native interface for your ML libraries, frameworks, pipelines and notebooks. Read more about Kubeflow Notebooks in Kubeflow Within the Kubeflow dashb ...

Rui Vasconcelos
17 May 2021

A guide to ML model serving

AI Ubuntu tech blog

TL;DR: How you deploy models into production is what separates an academic exercise from an investment in ML that is value-generating for your business. At scale, this becomes painfully complex. This guide walks you through industry best practices and methods, concluding with a practical tool, KFServing, that tackles model serving at scal ...

Rui Vasconcelos
23 April 2021

What is KFServing?

AI Ubuntu tech blog

TL;DR: KFServing is a novel cloud-native multi-framework model serving tool for serverless inference. A bit of history KFServing was born as part of the Kubeflow project, a joint effort between AI/ML industry leaders to standardize machine learning operations on top of Kubernetes. It aims at solving the difficulties of model deployment to ...

Rui Vasconcelos
2 July 2020

Building Kubeflow pipelines: Data science workflows on Kubernetes – Part 2

AI Ubuntu tech blog

This blog series is part of the joint collaboration between Canonical and Manceps. Visit our AI consulting and delivery services page to know more. Introduction Kubeflow Pipelines are a great way to build portable, scalable machine learning workflows. It is a part of the Kubeflow project that aims to reduce the complexity and time involv ...

Rui Vasconcelos
24 June 2020

Demystifying Kubeflow pipelines: Data science workflows on Kubernetes – Part 1

AI Ubuntu tech blog

Kubeflow Pipelines are a great way to build portable, scalable machine learning workflows. It is one part of a larger Kubeflow ecosystem that aims to reduce the complexity and time involved with training and deploying machine learning models at scale. In this blog series, we demystify Kubeflow pipelines and showcase this method to produce ...

Rui Vasconcelos
26 May 2020

Kubernetes for Data Science: meet Kubeflow

AI Ubuntu tech blog

Deep Learning is set to thrive Data science has exploded as a practice in the past decade and has become an undisputed driver of innovation. The forcing factors behind the rising interest in Machine Learning, a not so new concept, have consolidated and created an unparalleled capacity for Deep Learning, a subset of Artificial Neural ...

James Donner
3 April 2017

Cloud Chatter: March 2017

Cloud and server Ubuntu tech blog

Our March edition is packed with exciting content. We begin with our recent announcement of Ubuntu 12.04 Extended Security Maintenance providing ongoing security updates for Ubuntu 12.04 LTS at least another year. Download our latest ‘Carrier Cloudification’ eBook, or join our upcoming webinars on OpenStack, Containers, GPUs/Deep Learning ...

Maarten Ectors
13 March 2017

This elevator catches intruders, saves lives, generates money, …

Internet of Things Ubuntu tech blog

The world is becoming software defined and most people don’t realise what this means until software apps and app stores invade their day to day objects like elevators. This blog post is about the smartest elevator demoed at MWC17 and the future of elevators with app stores. What happens if we add artificial intelligence to ...

Samuel Cozannet
9 March 2017

GPUs and Kubernetes for deep learning — Part 3/3: Automating Tensorflow

Cloud and server Ubuntu tech blog

Here we are. After having spent 21min reading how to build a GPU Kubernetes cluster on AWS, 7min on adding EFS storage, you want to get to the real thing, which is actually DO something with it. So today we are going to define, design, deploy and operate a Deep Learning pipeline. So what is ...

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