Hybrid cloud examples, applications and use cases

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To keep pace with the dynamic environment of digitally-driven business, organizations continue to embrace hybrid cloud, which combines and unifies public cloud, private cloud and on-premises infrastructure, while providing orchestration, management and application portability across all three. According to the IBM Transformation Index: State of Cloud, a 2022 survey commissioned by IBM and conducted by an …

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Unsupervised speech-to-speech translation from monolingual data

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Posted by Eliya Nachmani, Research Scientist, and Michelle Tadmor Ramanovich, Software Engineer, Google Research Speech-to-speech translation (S2ST) is a type of machine translation that converts spoken language from one language to another. This technology has the potential to break down language barriers and facilitate communication between people from different cultures and backgrounds. Previously, we introduced …

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Boosting developer productivity: How Deloitte uses Amazon SageMaker Canvas for no-code/low-code machine learning

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The ability to quickly build and deploy machine learning (ML) models is becoming increasingly important in today’s data-driven world. However, building ML models requires significant time, effort, and specialized expertise. From data collection and cleaning to feature engineering, model building, tuning, and deployment, ML projects often take months for developers to complete. And experienced data …

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Agnostically Learning Single-Index Models using Omnipredictors

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We give the first result for agnostically learning Single-Index Models (SIMs) with arbitrary monotone and Lipschitz activations. All prior work either held only in the realizable setting or required the activation to be known. Moreover, we only require the marginal to have bounded second moments, whereas all prior work required stronger distributional assumptions (such as …

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Deploying Across Security Domains

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Palantir Binary Transfer Service & Apollo In the same way we’ve come to expect rapid delivery of Amazon orders, every organization strives for up-to-date, secure software at the speed of need. For those with a modest set of products, capable DevOps teams, and networks that can connect to the public internet, this is a tractable challenge. …

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Rallying troops against cybercrime with QRadar SIEM

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Cybersecurity is everyone’s business—as it should be, given the staggering surge in cyberattacks. Today, these attacks exhibit an unprecedented level of frequency, ingenuity and speed. The cyberthreat landscape is evolving and countries such as India are facing an alarming rate of increase in cyberattacks (Q2 of 2023 saw a 90% increase). Driven by accelerated hybrid …

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Welcome to a New Era of Building in the Cloud with Generative AI on AWS

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We believe generative AI has the potential over time to transform virtually every customer experience we know. The number of companies launching generative AI applications on AWS is substantial and building quickly, including adidas, Booking.com, Bridgewater Associates, Clariant, Cox Automotive, GoDaddy, and LexisNexis Legal & Professional, to name just a few. Innovative startups like Perplexity …

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Introducing sample GenAI Databases Retrieval App – augment your LLMs with Google Cloud databases

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Today we are announcing the open-source GenAI Databases Retrieval App, now available on GitHub. This project is a sample application that demonstrates production-quality practices for using techniques like Retrieval Augmented Generation (RAG) and ReACT to extend your gen AI application with information from Google Cloud databases. Large language models (LLMs) have become increasingly powerful and …

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Millions of new materials discovered with deep learning

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We share the discovery of 2.2 million new crystals – equivalent to nearly 800 years’ worth of knowledge. We introduce Graph Networks for Materials Exploration (GNoME), our new deep learning tool that dramatically increases the speed and efficiency of discovery by predicting the stability of new materials.