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Blog Collaborations Functionality
January 11, 2022 / January 3, 2024 by UbiOps
We are excited to share we’ve partnered with WhyLabs to enable easy #machinelearning model monitoring 🚀 ⌚️ To showcase the integration, we will train a model to predict the price of a used car based on a number of factors (including horsepower, year, and mileage), deploy it with UbiOps and then monitor it “in production” with WhyLabs. We use […]
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Blog Whitepapers
January 1, 2022 / January 5, 2024 by UbiOps
This article is written for managers who are starting with data science and clarifies what phases one goes through from data collection to deployment in production. It also touches upon the different tools...
Blog Functionality Technology
December 8, 2021 / January 3, 2024 by UbiOps
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 […]
November 23, 2021 / January 5, 2024 by UbiOps
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, […]
Blog Technology UbiOps
November 10, 2021 / January 5, 2024 by UbiOps
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 UbiOps
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 […]
Blog Functionality Technology UbiOps
October 28, 2021 / January 5, 2024 by UbiOps
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 / January 3, 2024 by UbiOps
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 UbiOps
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 UbiOps
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 UbiOps
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.
Blog Functionality
August 25, 2021 / January 3, 2024 by UbiOps
Imagine this, you have just created a trained machine learning model or written an algorithm in R, and now you are looking for ways to put that code into practice. Well, you have come to the right place. UbiOps is a SaaS service that lets you make your data science application a reality and supports […]
August 16, 2021 / January 5, 2024 by UbiOps
If your company is doing anything with data science and analytics, you will probably recognize that there are multiple stages to a project and that there need to be many different teams and skillsets involved. Table of contents Data science lifecycle The importance of serving & orchestration Other stages of the data science lifecycle Integrations […]
August 11, 2021 / January 5, 2024 by UbiOps
Written by Alexander Mik (Rockfeather) and Wouter Hollander (UbiOps) Introduction of use case Visualising your data is a great way to bring the right message across to your audience. Until now, data processing scripts or low-code functionality enabled BI analysts to transform the data and filter out only the most important data. At the same […]
August 3, 2021 / January 5, 2024 by UbiOps
Combining R and Python in the same pipeline While hundreds of programming languages exist, Python and R remain the most popular ones to use in the world of data science. R is a great language to make visualizations and graphs, furthermore, it has many functionalities for data analysis. Python is a general-purpose language that is […]
July 22, 2021 / January 5, 2024 by UbiOps
While the majority of companies is able to transform and visualise data in a user-friendly way, the demand to visualise the outcome of data science, such as machine learning models, is increasing. However, Tableau doesn’t run python, nor does PowerBI. Usually, the BI analyst does not have all the required Azure or AWS certifications to […]
Blog Collaborations
June 7, 2021 / January 5, 2024 by UbiOps
UbiOps and Arize UbiOps is the easy-to-use serving and hosting layer for data science code. UbiOps stands out for its ease of use, freedom to write any code you want while eliminating the need for in-depth IT knowledge. It is a serving, hosting and management layer on top of your preferred infrastructure. Accessible via the […]
Blog Product update
June 3, 2021 / July 26, 2023 by UbiOps
On June 3, 2021 we have released new functionality and made improvements to our UbiOps SaaS. Here is an overview of all new functionality and changes in UbiOps: ✔️ Store & query request data It is now possible to store all your requests (batch and direct) in UbiOps. It is configurable on deployment version level […]
May 25, 2021 / January 5, 2024 by UbiOps
Making ML Ops observable and explainable: serving, hosting and monitoring combined. Maximizing performance and minimizing risk are at the heart of model monitoring. In mission-critical AI models, real-time visibility is crucial. Respond quickly by retraining your model, replacing the current version or tweaking the pipelines. Additionally, setting up your serving and hosting infrastructure in a […]
May 12, 2021 / January 5, 2024 by UbiOps
Pachyderm’s data science platform combines robust data versioning and data lineage engine with end-to-end pipelines. UbiOps delivers a free-to-use SaaS and on-prem platform for rapidly deploying machine learning models without in-depth IT knowledge. In this notebook we walk through a simple integration between Pachyderm and UbiOps, showing how to train and retrain a model using […]
April 29, 2021 / July 26, 2023 by UbiOps
On the 29th of April 2021 we have released new functionality and made improvements to our UbiOps SaaS. Here is an overview of all new functionality and changes in UbiOps: R language support This release, we proudly present support for R (version 4.0) deployments. The R deployments can be created in the same way […]
April 1, 2021 / July 26, 2023 by UbiOps
UbiOps 2.7.0 is here! On the 1st of April 2021 we have released new functionality and made improvements to our UbiOps SaaS. Here is an overview of all new functionality and changes in UbiOps: Default versions The more versions a deployment has, the harder it is to track which version is the production or […]
March 23, 2021 / January 5, 2024 by UbiOps
Last update: March 2021 We proudly announce our collaboration with Devence (by Deloitte) to help UbiOps improve on data privacy and (cyber)security measures to realize our growth ambitions. With a growing customer base, UbiOps wants to assess and challenge its information security, scalability, and data privacy measures by a team of specialists from Deloitte. […]
March 19, 2021 / January 5, 2024 by UbiOps
Is your application designed in a secure way? Can you trace down who performed which actions on your pipeline, model versions, or data connections? Why audit your models? Algorithms may influence if we get hired for a job, what college we attend and even our political views. With AI making more and more decisions that […]