Tag: ai/ml

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 …

Read more “Optimize equipment performance with historical data, Ray, and Amazon SageMaker”

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 …

Read more “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 …

Read more “TSMixer: An all-MLP architecture for time series forecasting”

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 …

Read more “Build a secure enterprise application with Generative AI and RAG using Amazon SageMaker JumpStart”

When I was growing up in Thailand, I witnessed the challenges facing farmers including rising food demand, shortage of labor, and uneven crop yields caused by climate change. As a result, many smallholder farmers found themselves trapped in a vicious circle, unable to reduce food insecurity due to low yields, but lacking the resources to …

Read more “ListenField enables farmers to harvest the benefits of AI and machine learning”

Content moderation plays a pivotal role in maintaining online safety and upholding the values and standards of websites and social media platforms. Its significance is underscored by the protection it provides users from exposure to inappropriate content, safeguarding their well-being in digital spaces. For example, in the advertising industry, content moderation serves to shield brands …

Read more “Build a generative AI-based content moderation solution on Amazon SageMaker JumpStart”

Moving from manual to automated document processing has been one of the great success stories of AI, removing countless hours of repetitive, error-prone manual labor, and freeing people up to focus on delivering real value. Google Cloud’s Document AI has been a key part of this success.  But new ways of taking in documents can …

Read more “How Resistant AI uses Document AI for fraud-resilient automated document processing”