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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 …
Read more “Host ML models on Amazon SageMaker using Triton: ONNX Models”
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. …
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 …
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 …
Read more “Get started with the open-source Amazon SageMaker Distribution”
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 …
Read more “Computer vision made easy: Vision AI on Spring Boot and Java”
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 …
Read more “Optimising computer systems with more generalised AI tools”
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. …
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, …
Read more “Evaluating speech synthesis in many languages with SQuId”
Training large language models (LLMs) with billions of parameters can be challenging. In addition to designing the model architecture, researchers need to set up state-of-the-art training techniques for distributed training like mixed precision support, gradient accumulation, and checkpointing. With large models, the training setup is even more challenging because the available memory in a single …
Editor’s note: In this post, I’ll be showing some amazing ways Document AI can help you extract meaning from your documents – keep reading, or jump directly into a tutorial using the Cloud Console! Documents are a crucial part of most businesses, used to store and communicate important information. The variety is vast: invoices, contracts, …
Read more “Document AI: Understanding invoices to passports and beyond”