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 …
Read more “UL2 20B: An Open Source Unified Language Learner”
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 …
Read more “Run and optimize multi-model inference with Amazon SageMaker multi-model endpoints”
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, …
Read more “Testing approaches for Amazon SageMaker ML 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 …
Read more “Encode multi-lingual text properties in Amazon Neptune to train predictive models”
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 …
Read more “Customer-centric Transformation at a European Bank”
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 …
Read more “Empower your organizations to make smart workforce decisions”
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 …
Read more “Crossmodal-3600 — Multilingual Reference Captions for Geographically Diverse Images”
Amazon SageMaker Pipelines is a continuous integration and continuous delivery (CI/CD) service designed for machine learning (ML) use cases. You can use it to create, automate, and manage end-to-end ML workflows. It tackles the challenge of orchestrating each step of an ML process, which requires time, effort, and resources. To facilitate its use, multiple templates …
If you have searched for an item to buy on amazon.com, you have used Amazon Search services. At Amazon Search, we’re responsible for the search and discovery experience for our customers worldwide. In the background, we index our worldwide catalog of products, deploy highly scalable AWS fleets, and use advanced machine learning (ML) to match …
Alien invasions. Gritty dystopian megacities. Battlefields swarming with superheroes. As one of Hollywood’s top concept artists, Drew Leung can visualize any world you can think of, except one where AI takes his job. He would know. He’s spent the past few months trying to make it happen, testing every AI tool he could. “If your …