Instantly scale AI and machine learning workloads on GPU on-demand
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October 12, 2023 / October 16, 2023 by [email protected]
Introduction When Google released the paper Attention is all you need, which introduced a new neural network architecture for sequence modelling, called Transformers, the foundation for Large Language Models (LLMs) was established. The architecture is based on a self-attention mechanism that gives a model the ability to understand context very well, which revolutionised the field […]
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October 12, 2023 / October 12, 2023 by [email protected]
In this article we delve into how AI is changing the research landscape and how robust computing resources and simplified AI management will be crucial for research institutions to stay ahead.
October 4, 2023 / October 5, 2023 by [email protected]
LLMOps is MLOps for LLMs. To explain what that means, we should start by explaining what MLOps is. MLOps is DevOps for ML-based software! So we should start the explanation at DevOps. DevOps exists to solve some of the challenges that arise in the software development and deployment process. It consists of methods that make […]
September 6, 2023 / September 6, 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. One of the sectors that is rapidly developing because of the emergence of AI is medical technology […]
Product update
August 31, 2023 / January 5, 2024 by support
On the 24th of August 2023 we have released new functionality and made improvements to our UbiOps SaaS product. Below you can read about all the changes. Connecting UbiOps to VM nodepools We made it possible to connect virtual machine (VM) nodepools to your UbiOps projects. Before this release, any nodepool you wanted to couple would require […]
GPU
August 22, 2023 / December 7, 2023 by [email protected]
What is a serverless GPU? If you want to make use of GPUs in your day-to-day operations, you typically have two options: Using an on-premise GPU or a serverless GPU (which is a cloud computing model). This article will focus on the latter of the two. Serverless GPUs are GPUs that are located in a […]
What Is a GPU Cluster? When multiple computers have a GPU connected to every node, this is called a GPU cluster, where a node is defined as a point of connection within a data communication network. A GPU cluster can be used to take the parallelization power of GPUs to the next level. By combining […]
Functionality
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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Functionality Technology
August 15, 2023 / September 6, 2023 by [email protected]
Introduction A Graphical Processing Unit (GPU) is a processor that is made up of smaller, more specialized cores. Originally designed to accelerate graphical calculations, GPUs were developed to work in parallel processing, which means that they are able to process data simultaneously in order to complete tasks more quickly. In other words, GPUs are able […]
August 4, 2023 / January 22, 2024 by [email protected]
What can you get out of this guide? In this guide, we explain how to deploy LLaMa 2, an open-source Large Language Model (LLM), using UbiOps for easy model hosting and Streamlit for creating a chatbot UI. The guide provides step-by-step instructions for packaging a deployment, loading it into UbiOps, configuring compute on GPUs and […]
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 […]
Events Functionality
UbiOps, leading platform for deploying and scaling Artificial Intelligence (AI) and Machine Learning (ML) models, is proud to introduce advanced functionality for training AI models in the cloud. This development allows businesses to manage even more of their AI development lifecycle on the UbiOps platform and also leverage Generative AI faster. Training and fine-tuning AI […]
