Efficient Multimodal Neural Networks for Trigger-less Voice Assistants

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The adoption of multimodal interactions by Voice Assistants (VAs) is growing rapidly to enhance human-computer interactions. Smartwatches have now incorporated trigger-less methods of invoking VAs, such as Raise To Speak (RTS), where the user raises their watch and speaks to VAs without an explicit trigger. Current state-of-the-art RTS systems rely on heuristics and engineered Finite …

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Visual captions: Using large language models to augment video conferences with dynamic visuals

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Posted by Ruofei Du, Research Scientist, and Alex Olwal, Senior Staff Research Scientist, Google Augmented Reality Recent advances in video conferencing have significantly improved remote video communication through features like live captioning and noise cancellation. However, there are various situations where dynamic visual augmentation would be useful to better convey complex and nuanced information. For …

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Build high-performance ML models using PyTorch 2.0 on AWS – Part 1

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PyTorch is a machine learning (ML) framework that is widely used by AWS customers for a variety of applications, such as computer vision, natural language processing, content creation, and more. With the recent PyTorch 2.0 release, AWS customers can now do same things as they could with PyTorch 1.x but faster and at scale with …

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Climate Cardinals: Bridging the climate information gap with AI-powered translations

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Editor’s note: On a trip to visit family in Iran, Sophia Kianni made an alarming observation. Despite facing the disproportionate impacts of climate change, and with temperatures in the Middle East rising twice as fast as the global average, her relatives knew almost nothing about the world’s environmental challenges. When she realized that scientific literature …

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Fish-Farming Startup Casts AI to Make Aquaculture More Efficient, Sustainable

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As a marine biology student, Josef Melchner always dreamed of spending his days cruising the oceans to find dolphins, whales and fish — but also “wanted to do something practical, something that would benefit the world,” he said. When it came time to choose a career, he dove head first into aquaculture. He’s now CEO …

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Generative AI Chatbot in eCommerce: Use Cases, Benefits, and Statistics Behind

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Consumer expectations are evolving, and running a successful eCommerce business demands a lot more than it did a few years ago. Customers are more informed and want a fast, seamless, and smart user interface. To deliver on these new customer demands, eCommerce brands are using AI-driven processes to deliver personalized experiences. And Conversational AI with …

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Native Frame Rate Playback

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by Akshay Garg, Roger Quero Introduction Maximizing immersion for our members is an important goal for the Netflix product and engineering teams to keep our members entertained and fully engaged in our content. Leveraging a good mix of mature and cutting-edge client device technologies to deliver a smooth playback experience with glitch-free in-app transitions is an …

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7 steps for managing the work order process

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Work orders are the driving force behind any organization’s asset management apparatus. Whenever a person or entity submits a service request, the maintenance team that receives it must create a formal paper and/or digital document that includes all the details of maintenance tasks and outlines a process for completing the tasks. That document is called …

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Use Amazon SageMaker Canvas to build machine learning models using Parquet data from Amazon Athena and AWS Lake Formation

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Data is the foundation for machine learning (ML) algorithms. One of the most common formats for storing large amounts of data is Apache Parquet due to its compact and highly efficient format. This means that business analysts who want to extract insights from the large volumes of data in their data warehouse must frequently use …

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