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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 …

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ListenField enables farmers to harvest the benefits of AI and machine learning

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 …

Transforming financial transparency and trust through integrated resource planning

Athabasca University (AU), Canada’s Open University, is dedicated to removing barriers that restrict access and success within university-level study and increasing equality of educational opportunities for adult learners worldwide. To support their mission, AU defined their “Imagine” Strategy, which was a five-year plan outlining strategic priority outcomes for the institution. Underpinning the execution and ensuring …

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Build a generative AI-based content moderation solution on Amazon SageMaker JumpStart

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 …

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How Resistant AI uses Document AI for fraud-resilient automated document processing

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 …

Types of cyberthreats

In the simplest sense, a cybersecurity threat, or cyberthreat, is an indication that a hacker or malicious actor is attempting to gain unauthorized access to a network for the purpose of launching a cyberattack. Cyberthreats can range from the obvious, such as an email from a foreign potentate offering a small fortune if you’ll just …

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Elevating the generative AI experience: Introducing streaming support in Amazon SageMaker hosting

We’re excited to announce the availability of response streaming through Amazon SageMaker real-time inference. Now you can continuously stream inference responses back to the client when using SageMaker real-time inference to help you build interactive experiences for generative AI applications such as chatbots, virtual assistants, and music generators. With this new feature, you can start …

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WeatherBench 2: A benchmark for the next generation of data-driven weather models

Posted by Stephan Rasp, Research Scientist, and Carla Bromberg, Program Lead, Google Research In 1950, weather forecasting started its digital revolution when researchers used the first programmable, general-purpose computer ENIAC to solve mathematical equations describing how weather evolves. In the more than 70 years since, continuous advancements in computing power and improvements to the model …

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Chatbot Conference Online 2023

Conference & Certified Workshops in Conversational UX & ChatGPT We’re buzzing with excitement, and we think you’ll be too when you hear about what’s coming! The Chatbot Conference 2023 is just around the corner, and we’ve curated an experience that’s set to be more insightful and impactful than ever before. Event Highlights: – 📅 Date(s): Nov 1st, 2nd …