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Category: Blog

Blog Functionality Usage

Powering your low-code app with AI. Integrate UbiOps with OutSystems.

January 12, 2022 / January 5, 2024 by [email protected]

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 […]

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Tagged

#AIAPIappfrontendintegrationlowcodemloutsystemsPython

Blog Collaborations Functionality

Deploy your ML model with UbiOps and monitor it with WhyLabs

January 11, 2022 / January 3, 2024 by [email protected]

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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Tagged

#AIjupyterkagglemlmlmodelmonitoringnotebookPython
Setting up data science activities in your company.

Blog Whitepapers

Setting up data science activities in your company – managerial guide.

January 1, 2022 / January 5, 2024 by [email protected]

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...

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Tagged

#datascienceAI landscapecodedatamanagers
what is ONNX by UbiOps

Blog Functionality Technology

What is ONNX?

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 […]

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Tagged

modelsneural networkONNXPythontensorflow
How to turn your Python model into a Webapp

Blog Functionality Technology

How to turn your Python model into a Webapp using Streamlit and UbiOps

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, […]

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Tagged

Pythonstreamlitubiopswebapp
Customer segmentation with Python and UbiOps

Blog Technology UbiOps

Automated customer segmentation (with Python and UbiOps)

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 […]

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Tagged

customersegmentationPythonRFMRFM analysis
Docker explained

Blog Technology UbiOps

What is Docker?

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 […]

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Tagged

#MLmodelsdockermlMLOps
Why do you hear Kubernetes and Machine Learning together so often_

Blog Functionality Technology UbiOps

Why do you hear Kubernetes and Machine Learning together so often?

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 […]

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Tagged

kubernetesKubernetes clustersmachine learningml
How to deploy a pipeline in UbiOps, that is written in R code.

Blog Functionality UbiOps

How to deploy a pipeline in UbiOps, that is written in R code

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.

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What is Machine Learning Operations (MLOps) and why do you need it?

Blog Technology UbiOps

What is Machine Learning Operations (MLOps) and why do you need it?

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.

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Tagged

#datascience#machinelearningMLOpsubiops
Buy vs Build MLOps

Blog UbiOps

Buy or Build for MLOps

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 […]

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Tagged

#machinelearningbuild mlopsbuyMLOps
Data pipelines: what, why and which ones

Blog Functionality UbiOps

Data pipelines: what, why and which ones

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.

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Tagged

datadatapipelinepipelineubiops
How to deploy an R XGboost model in UbiOps

Blog Functionality

How to deploy an R XGboost model in UbiOps

August 25, 2021 / January 3, 2024 by [email protected]

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 […]

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Tagged

#machinelearningapplicationsdatscienceRlanguageubiops

Blog Functionality

Where does UbiOps fit in the data science life cycle? The importance of deployment & serving

August 16, 2021 / February 17, 2025 by [email protected]

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 […]

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Blog Functionality

Machine learning behind Tableau: Spotify classification model

August 11, 2021 / January 5, 2024 by [email protected]

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 […]

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Blog Functionality

Combining R and Python in the same pipeline: the prediction of house prices

August 3, 2021 / January 5, 2024 by [email protected]

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 […]

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Tagged

datapipelinedeploymentpipelinePythonRlanguage

Blog Functionality

Running machine learning behind Tableau: Twitter sentiment analysis on #MLOps

July 22, 2021 / January 13, 2025 by [email protected]

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 […]

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Tagged

APIdashboardsMLOpsTableau

Blog Collaborations

Deployment, serving and monitoring of your ML models made easy with Arize and UbiOps

June 7, 2021 / January 5, 2024 by [email protected]

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 […]

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Tagged

collaborationintegrationpartnerssaas

Blog Product update

New UbiOps features – June 2021

June 3, 2021 / July 26, 2023 by [email protected]

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 […]

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Tagged

releasesaasubiops
Serving, hosting and monitoring of xgboost model: UbiOps and Arthur

Blog Collaborations

Serving, hosting and monitoring of an xgboost model: UbiOps and Arthur

May 25, 2021 / January 5, 2024 by [email protected]

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 […]

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Tagged

#AIintegrationmlmodelMLOpsmonitoring

Blog Collaborations

Pachyderm and UbiOps working as one: Train, Retrain, Deploy and Serve an Image Recognition Model

May 12, 2021 / January 5, 2024 by [email protected]

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 […]

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Blog Product update

New UbiOps features – version 2.8.0

April 29, 2021 / July 26, 2023 by [email protected]

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 […]

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Tagged

RreleasesaasubiopsUI

Blog Product update

New UbiOps features – April 2021

April 1, 2021 / July 26, 2023 by [email protected]

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 […]

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Tagged

CORSdeploymentpipelinesproductupdatesaasubiopsupdate
Collaboration Devence (by Deloitte) and UbiOps on data privacy, data security and scalability

Blog Collaborations

Collaboration Devence (by Deloitte) and UbiOps on data privacy, data security and scalability

March 23, 2021 / January 5, 2024 by [email protected]

  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. […]

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Tagged

cybersecuritydataprivacysecurity
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