Instantly scale AI and machine learning workloads on GPU on-demand
Functionality Technology
July 6, 2022 / January 22, 2024 by [email protected]
Autoscaling is an essential MLOps tool for allocating resources automatically to different MLOps workloads. A lot of MLOps tasks have very variable workloads and traffic. If your use case falls into that category, you need autoscaling. Because if you don’t use autoscaling you either: Spend a lot of money on over-provisioning resources that can handle […]
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Collaborations
June 29, 2022 / January 3, 2024 by [email protected]
To ensure the Dutch infrastructure remains safe and accessible, with an optimal through-flow of traffic, the Digital Asset Management department of BAM Infra Netherlands (BAM) uses computer vision to analyze existing road infrastructure. To create a scalable and efficient operation, BAM works together with UbiOps, the Dutch platform that enables data scientists to run and […]
June 22, 2022 / January 5, 2024 by [email protected]
Many low-code applications exist that could significantly benefit from machine learning. However, only a fraction of those cases currently have ML models running in the background. Therefore they’re missing out on the advantages of using data analytics and machine learning to gain a competitive edge over their competitors. One of the reasons AI and Machine […]
Collaborations Events
June 16, 2022 / January 5, 2024 by [email protected]
Last week (7th-10th of June 2022) we had the pleasure to travel all the way to Toronto together for the MLOps world conference 2022! It was a 4 day conference of which two days were online and filled with workshops and talks, and two days were in-person at the Sheraton Conference center. It was really […]
Functionality UbiOps
May 30, 2022 / July 26, 2023 by [email protected]
A simple way to figure out your requirements.txt Whenever you’re working with Python, you will need to manage your dependencies as you install and use multiple libraries. Poor dependency management is notorious for causing conflicts in production and causing the typical “It worked on my laptop” issue. Python environments differ from one environment to another. […]
Support UbiOps
May 30, 2022 / January 3, 2024 by [email protected]
If you’ve been working with UbiOps for a while you might notice that you were performing the same actions every time you wanted to deploy a new version of your model. By adding a continuous integration / continuous delivery (CI/CD) pipeline to your projects you can automate these repetitive tasks so that you can focus […]
Blog Product update
May 12, 2022 / July 26, 2023 by [email protected]
UbiOps release news – version 2.16.0 On the 12th of May 2022 we have released new functionality and made improvements to the UbiOps SaaS product. We took your feedback to heart and included some often requested features, as well as general speed and stability improvements. An overview of the changes with accompanying screenshots can be […]
Blog
April 14, 2022 / July 26, 2023 by [email protected]
Machine Learning Infrastructure vs traditional IT Infrastructure 2 years ago I had heard of DevOps and knew some bits and pieces of how AI works, such as: you take data from somewhere, train a model when you’re satisfied you feed it new data and work with the results! In reality, it’s not that simple. On the […]
Blog Functionality Technology
March 28, 2022 / July 26, 2023 by [email protected]
I wrote an article on how you can improve neural network inference performance by switching from TensorFlow to ONNX runtime. But now UbiOps also supports GPU inference. We all know GPU’s can improve performance a lot but how do you-get your ONNX model running on a GPU? And should I run all of my neural […]
Blog Technology UbiOps
March 22, 2022 / January 8, 2024 by [email protected]
Let’s imagine the following use case: I’ve built a model that tries to predict how much a person will spend in an online webshop, using the age and the gender of a person. The training data set mostly consists of females, with the average age of all customers being 35. The model learns that mostly […]
Blog Functionality Product update Technology UbiOps
March 17, 2022 / July 26, 2023 by [email protected]
UbiOps version 2.15.0 On the 17th of March 2022, we have released new functionality and made improvements to the UbiOps SaaS product. Here is an overview of the new functionality and changes: Create your free account On-demand GPUs We already provided GPU support but we expanded this functionality to be on-demand. That means that […]
Blog Collaborations Functionality
February 24, 2022 / July 26, 2023 by [email protected]
The adoption and implementation of low-code applications has made application development cheaper and faster, and more accessible to a large audience. OutSystems, one of the market leaders in the industry, seeks innovative collaborations to help their clients deliver more and more value. One of these collaborations is with UbiOps, a Dutch software company that enables […]
