Here’s What You Need To Know About MLOps
MLOps: must-know information for getting started with operationalizing machine learning In recent years, businesses have increasingly been trying to apply machine learning (ML) to their data. This has led to improved efficiency and cost savings for those who succeeded, because ML can be used to automate routine tasks and gain insights from data that […]
Training ML models on UbiOps
Training Machine Learning models in the cloud from scratch can be a challenging task. In this post we will dive into why UbiOps is not only useful for running and scaling model inference, but can also be used to run training jobs for Machine Learning models. UbiOps has a built-in functionality for managing and running […]
New UbiOps features April 2023
UbiOps release news – version 2.23.0 On the 20th of April 2023 we have released new functionality and made improvements to our UbiOps SaaS product. An overview of the changes is given below. Python client library version for this release: 3.15.0 CLI version for this release: 2.15.0 ✔️Support for Training (Beta) We added new functionality […]
From hype to implementation – NL AI Congres 2023
Our takeaways from the NLAIC conference Yesterday we had the pleasure of attending the NLAIC conference in the Jaarbeurs in Utrecht. The entire event was centered around getting to an implementation stage in AI development. A lot of energy and time has been poured into a wide variety of AI projects over the past couple […]
Droneview data processing takes off thanks to use of UbiOps platform
Drones allow you to take spectacular photos and videos from the air, with the images and videos providing a wealth of information. They caught onto this quickly at Droneview. The Leeuwarden-based company takes measurements and performs inspections from the air, and with algorithms developed in-house, the data they obtain is processed automatically into ready-to-use information […]
GenAI: Why were 1 million users using OpenAI ChatGPT in its first 5 days?
What is the new chatbot ChatGPT and what sets it apart from other chatbots? In November 2022, OpenAI released ChatGPT, an artificially intelligent chatbot that can answer just about any question and can be interacted with for free. ChatGPT is an implementation of the powerful GPT-3 transformer model, a generative artificial intelligence (generative AI). This […]
On-demand computer vision model inferencing for real-time workloads in digital farming.
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. […]
New UbiOps features May 2022
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 […]
What I learned about Machine Learning Infrastructure
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 […]
ONNX CPU vs GPU
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 […]
An introduction to Model drift in machine learning
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 […]
New UbiOps features March 2022
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 […]
Machine learning with OutSystems: Object detection app
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 […]
Set up a connection between a low-code app and your Python or R model.
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 […]
Powering your low-code app with AI. Integrate UbiOps with Appian
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. […]
New UbiOps features January 2022
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 […]
Powering your low-code app with AI. Integrate UbiOps with OutSystems.
Powering your low-code app with AI By hosting a Python script and integrating it via a simple API endpoint. 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 […]
Deploy your ML model with UbiOps and monitor it with WhyLabs
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 […]
Setting up data science activities in your company – managerial guide.
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...