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Host code-server on Amazon SageMaker

Machine learning (ML) teams need the flexibility to choose their integrated development environment (IDE) when working on a project. It allows you to have a productive developer experience and innovate at speed. You may even use multiple IDEs within a project. Amazon SageMaker lets ML teams choose to work from fully managed, cloud-based environments within …

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Real estate brokerage firm John L. Scott uses Amazon Textract to strike racially restrictive language from property deeds for homeowners

Founded more than 91 years ago in Seattle, John L. Scott Real Estate’s core value is Living Life as a Contribution®. The firm helps homebuyers find and buy the home of their dreams, while also helping sellers move into the next chapter of their home ownership journey. John L. Scott currently operates over 100 offices …

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AI Supercomputer to Power $200 Million Oregon State University Innovation Complex

As a civil engineer, Scott Ashford used explosives to make the ground under Japan’s Sendai airport safer in an earthquake. Now, as the dean of the engineering college at Oregon State University, he’s at ground zero of another seismic event. In its biggest fundraising celebration in nearly a decade, Oregon State announced plans today for …

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UL2 20B: An Open Source Unified Language Learner

Posted by Yi Tay and Mostafa Dehghani, Research Scientists, Google Research, Brain Team Building models that understand and generate natural language well is one the grand goals of machine learning (ML) research and has a direct impact on building smart systems for everyday applications. Improving the quality of language models is a key target for …

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Run and optimize multi-model inference with Amazon SageMaker multi-model endpoints

Amazon SageMaker multi-model endpoint (MME) enables you to cost-effectively deploy and host multiple models in a single endpoint and then horizontally scale the endpoint to achieve scale. As illustrated in the following figure, this is an effective technique to implement multi-tenancy of models within your machine learning (ML) infrastructure. We have seen software as a …

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Testing approaches for Amazon SageMaker ML models

This post was co-written with Tobias Wenzel, Software Engineering Manager for the Intuit Machine Learning Platform. We all appreciate the importance of a high-quality and reliable machine learning (ML) model when using autonomous driving or interacting with Alexa, for examples. ML models also play an important role in less obvious ways—they’re used by business applications, …

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Encode multi-lingual text properties in Amazon Neptune to train predictive models

Amazon Neptune ML is a machine learning (ML) capability of Amazon Neptune that helps you make accurate and fast predictions on your graph data. Under the hood, Neptune ML uses Graph Neural Networks (GNNs) to simultaneously take advantage of graph structure and node/edge properties to solve the task at hand. Traditional methods either only use …

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Customer-centric Transformation at a European Bank

Editor’s Note: This is the second post in our three part blog series about building a customer centric bank. You can read Part 1 here. Banking executives have a lot on their to-do list. Adopt AI and machine learning. Personalize service. Govern responsibly. Embrace new business models. It’s clear that digital transformation and customer-centricity rank high …

Empower your organizations to make smart workforce decisions

Over the past few years, the workforce has evolved more than ever. According to the U.S. Bureau of Labor Statistics, 4.25 million people quit their jobs in Jan. 2022, up from 3.3 million in Jan. 2021. And a 2021 report by the Society for Human Resource Management shows more than 40% of U.S. workers are …

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Crossmodal-3600 — Multilingual Reference Captions for Geographically Diverse Images

Posted by Ashish Thapliyal, Software Engineer, and Jordi Pont-Tuset, Research Scientist, Google Research Image captioning is the machine learning task of automatically generating a fluent natural language description for a given image. This task is important for improving accessibility for visually impaired users and is a core task in multimodal research encompassing both vision and …