Instantly scale AI and machine learning workloads on GPU on-demand
Functionality Technology
August 6, 2022 / July 26, 2023 by [email protected]
In this blog post we will give you an overview on how to create a training job and run it in the cloud using UbiOps. This structure can be used for pretty much all frameworks like Tensorflow, Keras, Pytorch, Scikit Learn and others.
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Blog Collaborations Technology
August 1, 2022 / July 26, 2023 by [email protected]
UbiOps helps Bayer Crop Science to scale with computer vision workloads across GPUs rapidly and easily. The project will create a new milestone providing a flexible service, making it possible to run unpredictable loads at high throughput and low cost. The collaboration between UbiOps and Bayer Crop Science started in the beginning of 2022. Dr. […]
Collaborations Technology
UbiOps a Dutch based MLOPS software company, partners with GreenAI, a Swedish based Super Compute Cloud for AI. The combination of this partnership enables data analytics teams to run, manage and scale AI and machine learning workloads in a ‘Green HPC’ environment
Collaborations Security Technology
July 27, 2022 / January 5, 2024 by [email protected]
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 […]
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 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 […]
February 11, 2022 / January 5, 2024 by [email protected]
Set up a connection between a low-code app and your Python or R model #4 Integrate UbiOps with Betty Blocks. It can be hard and complicated to turn a Python or R model into an end-to-end application. You need to develop a front-end and a connection between the front-end and the model before the application […]
February 7, 2022 / July 26, 2023 by [email protected]
Powering your low-code app with AI #3 Integrate UbiOps with Appian. If you know Python or R and wish to make an AI powered app, or simply apply more advanced analytics to existing BI apps, this is the guide for you. In this case we explain how to integrate UbiOps with an Appian app specifically. […]
Blog Functionality Technology UbiOps
January 27, 2022 / July 26, 2023 by [email protected]
UbiOps version 2.14.0 On the 27th of January 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 Configure your own request page We had recently released the simple request interface for your deployments, and it […]
December 8, 2021 / January 3, 2024 by [email protected]
Some time ago I wrote an article about comparing the performance of the TensorFlow runtime versus the ONNX runtime. In that article I showed how to improve inference performance greatly by simply converting a TensorFlow neural network to ONNX and running it using the ONNX runtime. I didn’t explain what ONNX actually is, this article […]
Functionality Product update UbiOps
December 2, 2021 / January 5, 2024 by [email protected]
UbiOps version 2.13.0 On the 2nd of December 2021 we have released new functionality and made improvements to the UbiOps SaaS product. An overview of the new functionality and changes: Create your free account Request notifications You can now receive a notification when a batch request is done. This can be convenient for requests […]
November 23, 2021 / January 5, 2024 by [email protected]
Building a machine learning model is great, but turning it into a live web application is a whole other story. Things like security, scalability, monitoring API management, and shareability all have to be taken into account. Today I want to show you how you can easily turn your python model into a live web app, […]
November 10, 2021 / January 5, 2024 by [email protected]
Introduction Customer segmentation is a great way of improving your understanding of your customers so that you can react better to their needs. To really get the most out of customer segmentation, it is good practice to automate it so you minimize manual work and time spent. In this article, I will show you how […]
November 2, 2021 / January 3, 2024 by [email protected]
Docker explained: the solution to the “It worked on my laptop” issue Docker is gaining a lot of traction and has been adopted by millions of companies worldwide, but what is the hype about? Docker can be a very vague concept at first, so let me break it down for you. Table of contents What […]
October 28, 2021 / January 5, 2024 by [email protected]
If you are active in Machine Learning and know a thing or two about cloud services and technologies, you probably came across Kubernetes somewhere. In this post, I will explain the core concepts of Kubernetes and how this can be helpful for running machine learning (ML) workloads. Table of contents Microservice applications What is Kubernetes […]
Blog Functionality UbiOps
September 29, 2021 / February 17, 2025 by [email protected]
This article will show you how to deploy an R pipeline, that chains two deployments together, the pipeline will predict house prices from this public dataset. The first deployment will explore and prepare the data for the second deployment, which will predict the prices of houses.
September 22, 2021 / January 5, 2024 by [email protected]
MLOps (Machine Learning Operations) is the set of practices, processes and principles that help us in deploying, running and maintaining machine learning algorithms at scale in live production environments.
Blog UbiOps
September 14, 2021 / January 5, 2024 by [email protected]
Where to get started? Let’s start with admitting that there is no 100% waterproof pros and cons list of buying vs building an ML Ops stack that works for everyone. It always depends on your specific situation. In this article, I try to highlight some of the most important considerations to make and explain the […]
September 8, 2021 / July 26, 2023 by [email protected]
It can be quite confusing keeping track of what all these different pipelines are and how they differ from one another. In this article, we will map out and compare a few common pipelines, as well as clarify where UbiOps pipelines fit in the general picture.
Product update UbiOps
September 2, 2021 / July 26, 2023 by [email protected]
On the 2nd of September 2021 we have released new functionality and made improvements to our UbiOps SaaS product. Here is an overview of the new functionality and changes: ✔️ New organization area in the WebApp To improve navigation and admin-related tasks we have created a new organization area. In this area, you can view […]
