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Actuate your data in real time with new Bigtable change streams

Cloud Bigtable is a highly scalable, fully managed NoSQL database service that offers single-digit millisecond latency and an availability SLA up to 99.999%. It is a good choice for applications that require high throughput and low latency, such as real-time analytics, gaming, and telecommunications. Cloud Bigtable change streams is a feature that allows you to …

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A novel computational fluid dynamics framework for turbulent flow research

Posted by Shantanu Shahane, Software Engineer, and Matthias Ihme, Research Scientist, Athena Team Turbulence is ubiquitous in environmental and engineering fluid flows, and is encountered routinely in everyday life. A better understanding of these turbulent processes could provide valuable insights across a variety of research areas — improving the prediction of cloud formation by atmospheric …

Harnessing AI and data analytics can make clean energy more viable

The effects of climate change grow more tangible by the day. As a result, the electric power industry is hastening efforts to reduce environmental impact. To do so, they need help to get a clearer picture of where they fall on the emissions reduction roadmap, and to better understand their opportunities for improvement. This is …

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A novel computational fluid dynamics framework for turbulent flow research

Posted by Shantanu Shahane, Software Engineer, and Matthias Ihme, Research Scientist, Athena Team Turbulence is ubiquitous in environmental and engineering fluid flows, and is encountered routinely in everyday life. A better understanding of these turbulent processes could provide valuable insights across a variety of research areas — improving the prediction of cloud formation by atmospheric …

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Optimize equipment performance with historical data, Ray, and Amazon SageMaker

Efficient control policies enable industrial companies to increase their profitability by maximizing productivity while reducing unscheduled downtime and energy consumption. Finding optimal control policies is a complex task because physical systems, such as chemical reactors and wind turbines, are often hard to model and because drift in process dynamics can cause performance to deteriorate over …

Improving Trust in AI and Online Communities with PaLM-based Moderation

To empower developers to identify sensitive content in a rapidly changing media environment, we are excited to announce Text Moderationpowered by PaLM 2, available through the Cloud Natural Language API. Built in collaboration with Jigsaw and Google Research, Text Moderation helps organizations scan for sensitive or harmful content. Here are some examples of how the …

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TSMixer: An all-MLP architecture for time series forecasting

Posted by Si-An Chen, Student Researcher, Cloud AI Team, and Chun-Liang Li, Research Scientist, Cloud AI Team Time series forecasting is critical to various real-world applications, from demand forecasting to pandemic spread prediction. In multivariate time series forecasting (forecasting multiple variants at the same time), one can split existing methods into two categories: univariate models …

What is the vulnerability management process?

Modern enterprise networks are vast systems of remote and on-premises endpoints, locally installed software, cloud apps, and third-party services. Every one of these assets plays a vital role in business operations—and any of them could contain vulnerabilities that threat actors can use to sow chaos. Organizations rely on the vulnerability management process to head off these cyberthreats before …

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TSMixer: An all-MLP architecture for time series forecasting

Posted by Si-An Chen, Student Researcher, Cloud AI Team, and Chun-Liang Li, Research Scientist, Cloud AI Team Time series forecasting is critical to various real-world applications, from demand forecasting to pandemic spread prediction. In multivariate time series forecasting (forecasting multiple variants at the same time), one can split existing methods into two categories: univariate models …

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Build a secure enterprise application with Generative AI and RAG using Amazon SageMaker JumpStart

Generative AI is a type of AI that can create new content and ideas, including conversations, stories, images, videos, and music. It’s powered by large language models (LLMs) that are pre-trained on vast amounts of data and commonly referred to as foundation models (FMs). With the advent of these LLMs or FMs, customers can simply …