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Scaling multimodal understanding to long videos

Posted by Isaac Noble, Software Engineer, Google Research, and Anelia Angelova, Research Scientist, Google DeepMind When building machine learning models for real-life applications, we need to consider inputs from multiple modalities in order to capture various aspects of the world around us. For example, audio, video, and text all provide varied and complementary information about …

MARRS: Multimodal Reference Resolution System

*= All authors listed contributed equally to this work Successfully handling context is essential for any dialog understanding task. This context maybe be conversational (relying on previous user queries or system responses), visual (relying on what the user sees, for example, on their screen), or background (based on signals such as a ringing alarm or …

IBM named a Leader in The Forrester Wave™: Digital Process Automation Software, Q4 2023

Forrester Research just released “The Forrester Wave™: Digital Process Automation Software, Q4 2023: The 15 Providers That Matter Most And How They Stack Up” by Craig Le Clair with Glenn O’Donnell, Renee Taylor-Huot, Lok Sze Sung, Audrey Lynch, and Kara Hartig and IBM is proud to be recognized as a Leader. IBM named a Leader …

mirasol

Scaling multimodal understanding to long videos

Posted by Isaac Noble, Software Engineer, Google Research, and Anelia Angelova, Research Scientist, Google DeepMind When building machine learning models for real-life applications, we need to consider inputs from multiple modalities in order to capture various aspects of the world around us. For example, audio, video, and text all provide varied and complementary information about …

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Flag harmful content using Amazon Comprehend toxicity detection

Online communities are driving user engagement across industries like gaming, social media, ecommerce, dating, and e-learning. Members of these online communities trust platform owners to provide a safe and inclusive environment where they can freely consume content and contribute. Content moderators are often employed to review user-generated content and check that it’s safe and compliant …

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New Class of Accelerated, Efficient AI Systems Mark the Next Era of Supercomputing

NVIDIA today unveiled at SC23 the next wave of technologies that will lift scientific and industrial research centers worldwide to new levels of performance and energy efficiency. “NVIDIA hardware and software innovations are creating a new class of AI supercomputers,” said Ian Buck, vice president of the company’s high performance computing and hyperscale data center …

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Palantir’s Response to the OSTP National Priorities for Artificial Intelligence RFI

Palantir’s Response to the White House Office of Science and Technology Policy (OSTP) National Priorities for Artificial Intelligence Request for Information Introduction The regulation of Artificial Intelligence has become one of the most lively and expansive areas of public policy discussion today. In recent days alone, the UK government held an AI Safety Summit, which …

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Detecting Speech and Music in Audio Content

Iroro Orife, Chih-Wei Wu and Yun-Ning (Amy) Hung Introduction When you enjoy the latest season of Stranger Things or Casa de Papel (Money Heist), have you ever wondered about the secrets to fantastic story-telling, besides the stunning visual presentation? From the violin melody accompanying a pivotal scene to the soaring orchestral arrangement and thunderous sound-effects propelling …

Top 6 Kubernetes use cases

Kubernetes, the world’s most popular open-source container orchestration platform, is considered a major milestone in the history of cloud-native technologies. Developed internally at Google and released to the public in 2014, Kubernetes has enabled organizations to move away from traditional IT infrastructure and toward the automation of operational tasks tied to the deployment, scaling and …