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Tag: ml

UbiOps vs MLOps platforms

Functionality Technology

UbiOps vs MLOps platforms

August 29, 2024 / August 29, 2024 by [email protected]

Machine learning operations (MLOps) involve a set of techniques and principles aimed at the design, development, deployment, and maintenance of machine learning models for production use. The purpose of MLOps is to establish a clear set of guidelines to simplify the complex process of bringing a model into production. You can also learn more about […]

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aimlMLOps
2.30 release UbiOps

Product update Technology

New UbiOps features July 2024  

July 11, 2024 / July 11, 2024 by [email protected]

On the 11th of July 2024 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: 4.5.0 CLI version for this release: 2.22.0 https://www.youtube.com/watch?v=jiM9JWMakCQ   More information about active instances To provide more information on what’s […]

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Tagged

#AImlproductupdatesaas
What is multi-model routing

Functionality

What is multi-model routing?

June 21, 2024 / June 21, 2024 by [email protected]

Multi-model routing is a process of linking multiple AI models together. The routing can either be done in series or in parallel, meaning that you use a router to send prompts to specific models. Example of a simple multi-model route Multi-modal routing can have various sorts of benefits. It enables you to have smaller and […]

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Fine-tune a model on your own documentation

Functionality Technology

Fine-tune a model on your own documentation

March 28, 2024 / March 28, 2024 by [email protected]

In this article, we will be creating a chatbot which is fine-tuned on custom documentation. We’ll use UbiOps—which is an AI deployment, serving and management platform—to fine-tune and deploy the instruction-tuned Mistral-7B model taken from Hugging Face. We’ll explain some of the methods used to fine-tune models, such as instruction tuning and domain adaptation, but […]

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Tagged

#AIfinetuneml

Technology UbiOps

Which LLM to choose for your use case? 

January 31, 2024 / February 1, 2024 by [email protected]

Given the number of Large Language Models (LLMs) out there, finding one that meets your specific use case can be a daunting task. The field is evolving rapidly, with new models and fine-tuned versions being released every single week. It follows that any list of LLMs and how they should be applied will be rapidly […]

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How to optimize the inference time of your machine learning model

Functionality

How to optimize the inference time of your machine learning model

August 15, 2023 / August 17, 2023 by [email protected]

Pros and cons of different techniques More and more companies are actively using artificial intelligence (AI) in their business, and, slowly but surely, more models are being brought into production. When making the step towards production, inference time starts to play an important role. When a model is external user facing, you typically want to […]

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HPC UbiOps

Functionality Technology

How High-Performance Computing HPC Boosts Artificial Intelligence

July 28, 2023 / August 17, 2023 by [email protected]

Artificial Intelligence (AI) has emerged as a world-changing technology with a wide range of applications across industries. From virtual assistants to autonomous vehicles and advanced data analytics, AI has started to revolutionize the way we live and work. However, most AI algorithms require a very large amount of computational power to process and analyze all the necessary data. This is where […]

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Tagged

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Ridder __ UbiOps (1) Use Case story

Collaborations Functionality Technology

Pioneering Agritech Innovation runs on UbiOps: Ridder

June 12, 2023 / January 13, 2025 by [email protected]

Agritech & AI working together Business owners in the horticultural sector and agritech can use automated image recognition to automate their crop observations and thereby optimize harvest and work scheduling. This pioneering technology is being developed by Ridder and is in part made possible thanks to UbiOps’ computation power. The sector has the opportunity to […]

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MLOps __ UbiOps

Blog Technology UbiOps

Here’s What You Need To Know About MLOps

June 2, 2023 / January 8, 2024 by [email protected]

  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 […]

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Tagged

#machinelearningaibuild MLmlML modelML solutionMLOpsubiops
Training ML on UbiOps

Blog Functionality Product update

Training ML models on UbiOps

June 1, 2023 / July 26, 2023 by [email protected]

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 […]

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2.24.0 release UbiOps

Functionality Product update

New UbiOps features June 2023

June 1, 2023 / July 31, 2023 by [email protected]

UbiOps release news – version 2.24.0 On the 1st of June 2023 we released new functionality and made improvements to our UbiOps SaaS platform. On this page we will walk you through the changes with some examples of how to use the new functionality Python client library version for this release: 3.15.0CLI version for this release: 2.15.0 […]

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Pheno-Inspect Empowers Agriculture with Cutting-Edge Technology AI and image processing_ by Pheno- Inspect and UbiOps (1)

Collaborations Technology

Pheno-Inspect Empowers Agriculture with Cutting-Edge Technology AI and image processing: by Pheno-Inspect and UbiOps

May 23, 2023 / July 26, 2023 by [email protected]

With automated digital analysis of drones and other images, Pheno-Inspect is helping agricultural companies and fruit growers to improve their crops and harvests. For the calculations, this young German company uses on-demand GPUs which are available on the UbiOps’ platform

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Boost inference speeds with NVIDIA TensorRT on UbiOps

Functionality Technology

Boost inference speeds with NVIDIA TensorRT on UbiOps

May 18, 2023 / April 3, 2024 by [email protected]

Using GPUs alongside CPUs to do ML-model inference is a great step to take if speed and performance is crucial.

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Tagged

InferencemlMLOpsNVIDIATensorRTubiops
Release 2.23.0 UbiOps

Blog Functionality Product update

New UbiOps features April 2023

April 19, 2023 / July 26, 2023 by [email protected]

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 […]

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Tagged

aimlMLOpsmodeltrainreleasesaasubiops
LLMs in Production - our takeaways- UbiOps

Blog Events

LLMs in Production Conference 2023 – The Power of Data

April 18, 2023 / July 26, 2023 by [email protected]

We attended the LLMs in Production conference, hosted digitally by the MLOps Community - a fantastic conference with excellent speakers.

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Tagged

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Why this is so difficult to get AI adopted into clinical care_

Blog Technology UbiOps

Adopting AI technologies into clinical care. Why so difficult?

April 15, 2023 / July 26, 2023 by [email protected]

AI in clinical care: There are many factors at play when it comes to getting AI adopted in routine clinical care. From regulations to architecture problems.

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Tagged

#machinelearningaimedclinicalmedaimedicinemlMLOps
A case study on applying AI to microscope images (1)

Functionality Technology UbiOps

How To Run UNET On UbiOps

April 12, 2023 / September 27, 2023 by [email protected]

UNET is a commonly used neural network architecture in biomedical image segmentation. Use UbiOps to run it in the cloud!

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Tagged

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Make your organization smarter with add-on analytics.

Blog Functionality

The benefits of Machine Learning APIs

April 6, 2023 / January 8, 2024 by [email protected]

Using APIs as a clean interface between the analytics and the application that makes use of them allows for faster product development.

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Tagged

#machinelearningAPIdataciencemlMLOps
No GPUs Available, What Now? UbiOps 2023 update

Blog Functionality Technology UbiOps

No GPUs Available, What Now?

March 31, 2023 / January 22, 2024 by [email protected]

Impending GPU shortage due to explosion in demand: 2023 update on how to tackle the shortage of GPUs

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Tagged

#AIGPUmlMLOpsmlops ecosystem
6 MLOps Conferences to join (1)

Events Technology

6 MLOps Conferences To Join In 2023

March 13, 2023 / July 26, 2023 by [email protected]

The field of machine learning (ML) is growing rapidly, with companies entering at a rapid pace. It’s clear that incorporating machine learning into your business is the way to go, and the best way to do that is by applying MLOps.  The MLOps community is booming, and MLOps conferences are a great way to stay […]

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Tagged

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UbiOps Joins NVIDIA AI Accelerated Program

Collaborations Functionality

UbiOps Joins NVIDIA AI Accelerated Program to Accelerate Deployment of AI & Machine Learning Models

March 2, 2023 / July 26, 2023 by [email protected]

The Hague, Netherlands. 01.03.2023. UbiOps joined the NVIDIA AI Accelerated program! As part of the initiative, UbiOps will work closely with NVIDIA to optimize its platform for NVIDIA GPU-accelerated computing, enabling customers to quickly deploy and scale their machine learning models. “We’re thrilled to be a part of the NVIDIA AI Accelerated program,” says UbiOps […]

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Tagged

aimlMLOpsNVIDIA
Using the new file system for training a tensorflow model

Functionality Technology UbiOps

Using the new file system for training a tensorflow model

February 20, 2023 / July 26, 2023 by [email protected]

A new file system in UbiOps We recently released a new file system at UbiOps, which makes it a lot easier to work with files on the UbiOps platform. To show you how the new system works I will walk you through an example. In the last release we changed our file system from working […]

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Tagged

#datascienceaifilesystemmlmlmodeltrainingubiops
Ten articles UbiOps recommends for you to read to get started with machine learning operations (1)

Technology UbiOps

Top 10 Articles To Learn About MLOps

February 7, 2023 / July 26, 2023 by [email protected]

Ten articles UbiOps recommends for you to read to get started with machine learning operations Machine learning is a hot topic: the release of ChatGPT fired the imagination of many. How can artificial intelligence (AI) help us make progress in our organisations? Your customers can benefit from improved products and services powered by AI solutions. […]

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Tagged

#datascienceaiarticlesmachine learning operationsmlMLOps

Functionality Technology UbiOps

UbiOps Operators #2 Testing and conditional post processing

January 19, 2023 / July 26, 2023 by [email protected]

Exciting things you can build with the new UbiOps operators! In our first blog on pipeline operators, we used them to speed up a video processing pipeline. Specifically, we used the create subrequests and the collect subrequests operators to analyze multiple frames of the video simultaneously, by introducing parallelization. This time we will highlight three […]

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Tagged

#datascience#machinelearningmloperatorspipelinevideo processing
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