Posts in tag

MLOps


One of the largest telecommunications companies in the world, Vodafone is at the forefront of building next-generation connectivity and a sustainable digital future. Creating this digital future requires going beyond what’s possible today and unlocking significant investment in new technology and change. For Vodafone, a key driver is the use of artificial intelligence (AI) and …

One of the key challenges of commercializing artificial intelligence and machine learning (AI/ML) projects is that IT and data science teams often operate in separate environments with very little synergy. As a result, AI/ML projects tend to incur high costs and rarely make it into commercial production. Now, with DKube Machine Learning Operations (MLOps) Platform …

Editor’s note: Prevision.io has built the first ever pay-as-you-go AI management platform that simplifies the machine learning project lifecycle while offering powerful analytics capabilities. Now available exclusively on Google Cloud Marketplace, users can experiment, build, deploy, and manage AI projects in the cloud in weeks—without having extensive data science knowledge. Similar to the momentum that cloud …

Red Hat Inc., the world’s leading provider of open source solutions, today announced new certifications and capabilities for Red Hat OpenShift aimed at accelerating the delivery of intelligent applications across the hybrid cloud. These enhancements, including the certification of Red Hat OpenShift with NVIDIA AI Enterprise 2.0, as well as the general availability of Red Hat OpenShift …

When a deployed ML model produces poor predictions, it can be due to a wide range of problems. It can be the result of bugs that are typical in any program—but it can also be the result of ML-specific problems. Perhaps data skews and anomalies are causing model performance to degrade over time. Or the …

Vertex AI includes over a dozen powerful MLOps tools in one unified interface, so you can build, deploy, and scale ML models faster. We’re constantly updating these tools, and we recently enhanced Vertex AI Training with an improved Local Mode to speed up your debugging process and Auto-Container Packaging to simplify cloud job submissions. In this article, we’ll look at these …

It hasn’t been that long since artificial intelligence began its journey out of the realm of sci-fi novels and into our daily lives. Perhaps because of its recency, AI’s transition into real-world systems and technologies has been both inspiring and unsettling, a tension that is just as strong in debates around its future. What should AI become? …

Cola-Cola Bottlers Japan operates about 700,000 vending machines across Japan Japan is home to millions of vending machines installed on streets and in buildings, sports stadiums and other facilities. Vending machine owners and operators, including beverage manufacturers, stock these machines with different product combinations depending on location and demand. For example, they primarily display coffee …

Editor’s note: This post features third party projects built with AI Platform. At Google I/O on May 18, 2021 Google Cloud announced Vertex AI, a unified UI for the entire ML workflow, which includes equivalent functionality from the AI Platform and new MLOps services. Most of the sample code and materials introduced in this post …