Computer vision for smart asset management with BAM Infra & UbiOps.
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 […]
Aiden and UbiOps bring AI and low-code together
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 […]
UbiOps at the MLOps World 2022 in Toronto
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 […]
Easy workflow for Python dependency management
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. […]
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 […]
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 […]
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 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 […]
Serving, hosting and monitoring of an xgboost model: UbiOps and Arthur
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 […]
Is this video or picture real, or fake? Time for a deepfake detection.
Get to know whether your video or photo is a deep fake, powered by UbiOps and DuckDuckGoose. We are happy to announce that DuckDuckGoose chooses to work with UbiOps for their deep fake detection software called “DeepDetector”. It not only detects deep fakes but also explains its actions. DuckDuckGoose chooses to work with UbiOps to […]
How to deploy YOLOv4 on UbiOps
Image recognition is a popular and important field within machine learning. Many models exist to for example classify objects within images. In this tutorial, we will take a look at one of these image recognition models called YOLOv4 (You only look once) and install it locally. Take a look at the paper and the website from the author. […]