faang - Robotic Content

Run multiple deep learning models on GPU with Amazon SageMaker multi-model endpoints

by AI Generated Robotic ContentFAANG October 26, 2022Comments are Disabled

As AI adoption is accelerating across the industry, customers are building sophisticated models that take advantage of new scientific breakthroughs in deep learning. These next-generation models allow you to achieve state-of-the-art, human-like performance in the fields of natural language processing (NLP), computer vision, speech recognition, medical research, cybersecurity, protein structure prediction, and many others. For …

Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures

by AI Generated Robotic ContentFAANG October 25, 2022Comments are Disabled

his paper considers the Pointer Value Retrieval (PVR) benchmark introduced in [ZRKB21], where a `reasoning’ function acts on a string of digits to produce the label. More generally, the paper considers the learning of logical functions with gradient descent (GD) on neural networks. It is first shown that in order to learn logical functions with …

Latent Temporal Flows for Multivariate Analysis of Wearables Data

by AI Generated Robotic ContentFAANG October 25, 2022Comments are Disabled

Increased use of sensor signals from wearable devices as rich sources of physiological data has sparked growing interest in developing health monitoring systems to identify changes in an individual’s health profile. Indeed, machine learning models for sensor signals have enabled a diverse range of healthcare related applications including early detection of abnormalities, fertility tracking, and …

Fusion-Id: A Photoplethysmography and Motion Sensor Fusion Biometric Authenticator With Few-Shot on-Boarding

by AI Generated Robotic ContentFAANG October 25, 2022Comments are Disabled

The abundance of wrist-worn heart rate measuring devices enables long term cardiovascular monitoring through photoplethysmography (PPG). Such signals contain unique identifiable information that can help in biometric authentication. In this work, we propose Fusion-ID, which use wrist-worn PPG sensors fused with motion sensor data as a way to do bio authentication on wrist worn devices. …

Detect patterns in text data with Amazon SageMaker Data Wrangler

by AI Generated Robotic ContentFAANG October 25, 2022Comments are Disabled

In this post, we introduce a new analysis in the Data Quality and Insights Report of Amazon SageMaker Data Wrangler. This analysis assists you in validating textual features for correctness and uncovering invalid rows for repair or omission. Data Wrangler reduces the time it takes to aggregate and prepare data for machine learning (ML) from …

Reduce deep learning training time and cost with MosaicML Composer on AWS

by AI Generated Robotic ContentFAANG October 25, 2022Comments are Disabled

In the past decade, we have seen Deep learning (DL) science adopted at a tremendous pace by AWS customers. The plentiful and jointly trained parameters of DL models have a large representational capacity that brought improvements in numerous customer use cases, including image and speech analysis, natural language processing (NLP), time series processing, and more. …

Keep On Trucking: SenSen Harnesses Drones, NVIDIA Jetson, Metropolis to Inspect Trucks

by AI Generated Robotic ContentFAANG October 25, 2022Comments are Disabled

Sensor AI solutions specialist SenSen has turned to the NVIDIA Jetson edge AI platform to help regulators track heavy vehicles moving across Australia. Australia’s National Heavy Vehicle Regulator, or NHVR, has a big job — ensuring the safety of truck drivers across some of the world’s most sparsely populated regions. They’re now harnessing AI to …

What Are Graph Neural Networks?

by AI Generated Robotic ContentFAANG October 25, 2022Comments are Disabled

When two technologies converge, they can create something new and wonderful — like cellphones and browsers were fused to forge smartphones. Today, developers are applying AI’s ability to find patterns to massive graph databases that store information about relationships among data points of all sorts. Together they produce a powerful new tool called graph neural …

Google at ECCV 2022

by AI Generated Robotic ContentFAANG October 24, 2022Comments are Disabled

Posted by Shaina Mehta, Program Manager, Google Google is proud to be a Platinum Sponsor of the European Conference on Computer Vision (ECCV 2022), a premier forum for the dissemination of research in computer vision and machine learning (ML). This year, ECCV 2022 will be held as a hybrid event, in person in Tel Aviv, …

Ensuring the Resettling and Safeguarding of Refugees Fleeing the War in Ukraine

by AI Generated Robotic ContentFAANG October 21, 2022Comments are Disabled

An estimated 12 million people have fled their homes since Russia’s brutal invasion of Ukraine began, according to the United Nations — resulting in one of the largest humanitarian catastrophes since the Second World War. With countries in Europe and beyond stepping up to come to the assistance of Ukraine and those displaced, the UK government launched …