Why advanced API security is critical to outsmarting new threats

As organizations continue to expand their digital footprint, new vulnerabilities are constantly emerging that can put them at risk. Among the most prominent new examples is attacks that exploit the growth of application programming interfaces (APIs), which work to connect applications and systems to facilitate the exchange of data. Along with the ease of interaction …

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Imagen Editor and EditBench: Advancing and evaluating text-guided image inpainting

Posted by Su Wang and Ceslee Montgormery, Research Engineers, Google Research In the last few years, text-to-image generation research has seen an explosion of breakthroughs (notably, Imagen, Parti, DALL-E 2, etc.) that have naturally permeated into related topics. In particular, text-guided image editing (TGIE) is a practical task that involves editing generated and photographed visuals …

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Host ML models on Amazon SageMaker using Triton: ONNX Models

ONNX (Open Neural Network Exchange) is an open-source standard for representing deep learning models widely supported by many providers. ONNX provides tools for optimizing and quantizing models to reduce the memory and compute needed to run machine learning (ML) models. One of the biggest benefits of ONNX is that it provides a standardized format for …

Less Is More: A Unified Architecture for Device-Directed Speech Detection with Multiple Invocation Types

Suppressing unintended invocation of the device because of the speech that sounds like wake-word, or accidental button presses, is critical for a good user experience, and is referred to as False-Trigger-Mitigation (FTM). In case of multiple invocation options, the traditional approach to FTM is to use invocation-specific models, or a single model for all invocations. …

Celebrating World Oceans Day: Revitalizing the marine ecosystem with technology-driven engineered reefs to accelerate CO2 capture

Every year on June 8th, World Oceans Day provides a global platform to raise awareness about the value of our oceans and the critical need for their protection. One thing is for certain: oceans are vital to our existence. The importance of our oceans and coral reefs Oceans cover 70% of the Earth’s surface and …

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Get started with the open-source Amazon SageMaker Distribution

Data scientists need a consistent and reproducible environment for machine learning (ML) and data science workloads that enables managing dependencies and is secure. AWS Deep Learning Containers already provides pre-built Docker images for training and serving models in common frameworks such as TensorFlow, PyTorch, and MXNet. To improve this experience, we announced a public beta …

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Computer vision made easy: Vision AI on Spring Boot and Java

In today’s era of data-driven applications, leveraging advanced machine learning and artificial intelligence services like computer vision has become increasingly important. One such service is the Vision API, which provides powerful image analysis capabilities. In this blog, we will explore how to create a Computer Vision application using Spring Boot and Java, enabling you to …

Optimising computer systems with more generalised AI tools

Based on reinforcement learning, our AI models AlphaZero and MuZero have achieved superhuman performance winning games. Now, they’re expanding their capabilities to help optimise resources in data centres and advance video compression – and most recently, our specialised version of AlphaZero, called AlphaDev, discovered new algorithms that are already accelerating the software applications at the …

Clients can strengthen defenses for their data with IBM Storage Defender, now generally available

We are excited to inform our clients and partners that IBM Storage Defender, part of our IBM Storage for Data Resilience portfolio, is now generally available. Enterprise clients worldwide continue to grapple with a threat landscape that is constantly evolving. Bad actors are moving faster than ever and are causing more lasting damage to data. …

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Evaluating speech synthesis in many languages with SQuId

Posted by Thibault Sellam, Research Scientist, Google Previously, we presented the 1,000 languages initiative and the Universal Speech Model with the goal of making speech and language technologies available to billions of users around the world. Part of this commitment involves developing high-quality speech synthesis technologies, which build upon projects such as VDTTS and AudioLM, …