Author: Oliver Chambers

This paper was accepted on the Studying from Time Sequence for Well being workshop at NeurIPS 2025. Sensor information streams present priceless data round actions and context for downstream functions, although integrating complementary data might be difficult. We present that enormous language fashions (LLMs) can be utilized for late fusion for exercise classification from audio and movement time sequence information. We curated a subset of knowledge for various exercise recognition throughout contexts (e.g., family actions, sports activities) from the Ego4D dataset. Evaluated LLMs achieved 12-class zero- and one-shot classification F1-scores considerably above probability, with no task-specific coaching. Zero-shot classification through…

This publish was written with Martyna Shallenberg and Brode Mccrady from Myriad Genetics. Healthcare organizations face challenges in processing and managing excessive volumes of complicated medical documentation whereas sustaining high quality in affected person care. These organizations want options to course of paperwork successfully to satisfy rising calls for. Myriad Genetics, a supplier of genetic testing and precision drugs options serving healthcare suppliers and sufferers worldwide, addresses this problem. Myriad’s Income Engineering Division processes hundreds of healthcare paperwork each day throughout Girls’s Well being, Oncology, and Psychological Well being divisions. The corporate classifies incoming paperwork into courses comparable to Take a…

Picture by Writer   # Introduction  Many know-how specialists will let you know that AI browsers are the way forward for work. The truth is much extra difficult. After spending weeks testing Perplexity’s Comet alongside ChatGPT’s Atlas browser, I found one thing uncomfortable. These instruments can prevent time on particular analysis duties, however they crumble on something advanced. For information scientists and analysts already overwhelmed by a number of open tabs, that is essential. However earlier than you select Chrome over an AI browser, you should perceive what these instruments truly do and, extra importantly, what they can not do.  …

This paper was accepted on the Studying from Time Sequence for Well being workshop at NeurIPS 2025. Each speech and sensor time collection knowledge encode data in each the time- and frequency- domains, like spectral powers and waveform shapelets. We present that speech basis fashions be taught representations that generalize past the speech area and obtain state-of-the-art efficiency on various time-series duties from wearable sensors. Probes educated on options extracted from HuBERT and wav2vec 2.0 outperform these extracted from self-supervised fashions educated straight on modality-specific datasets for temper classification, arrhythmia detection, and exercise classification duties. We discover that the convolutional…

Generative AI fashions proceed to broaden in scale and functionality, growing the demand for quicker and extra environment friendly inference. Functions want low latency and constant efficiency with out compromising output high quality. Amazon SageMaker AI introduces new enhancements to its inference optimization toolkit that convey EAGLE primarily based adaptive speculative decoding to extra mannequin architectures. These updates make it simpler to speed up decoding, optimize efficiency utilizing your individual information and deploy higher-throughput fashions utilizing the acquainted SageMaker AI workflow. EAGLE, brief for Extrapolation Algorithm for Better Language-model Effectivity, is a method that quickens massive language mannequin decoding by…

Sponsored Content material      From November 12- December 4, get full entry to DataCamp’s complete platform, 50% off! CTA: Begin Studying Now   DataCamp Black Friday: All the pieces is unlocked   DataCamp’s Black Friday deal is again, however greater. For a few weeks solely, get limitless entry to 600+ programs, profession tracks, certifications, and real-world tasks—half worth. From writing your first line of code to creating AI-powered apps with the OpenAI API, that is your probability to grasp in-demand abilities, earn industry-leading certifications,, and acquire sensible expertise with real-world challenges. All in your browser.   Let’s discuss SQL…

Apple researchers advance AI and ML via elementary analysis, and to help the broader analysis group and assist speed up progress on this subject, we share a lot of this work via publications and engagement at conferences. Subsequent month, the thirty ninth annual Convention on Neural Info Processing Techniques (NeurIPS), shall be held in San Diego, California, with a satellite tv for pc occasion additionally going down in Mexico Metropolis, Mexico. Apple is proud to as soon as once more to take part on this essential occasion for the group and to help it with our sponsorship. On the most…

Generative AI has created unprecedented alternatives for Canadian organizations to remodel their operations and buyer experiences. We’re excited to announce that prospects in Canada can now entry superior basis fashions together with Anthropic’s Claude Sonnet 4.5 and Claude Haiku 4.5 on Amazon Bedrock via cross-Area inference (CRIS). This put up explores how Canadian organizations can use cross-Area inference profiles from the Canada (Central) Area to entry the most recent basis fashions to speed up AI initiatives. We’ll exhibit find out how to get began with these new capabilities, present steering for migrating from older fashions, and share really helpful practices…

Sponsored Content material      A candid assessment from somebody who’s truly used the platform.   TL;DR – The Good Stuff Up Entrance   Look, I am simply gonna say it: Abacus AI is form of insane for the worth. Like, genuinely wild. For $10/month, you get entry to principally each main AI mannequin that exists—GPT-5.1, Claude Opus 4.1, Gemini 3.0 Professional, Grok-4, the entire gang. Evaluate that to paying $20 for ChatGPT Plus, $20 for Claude Professional, and one other $20 for Gemini Superior… yeah, you would be dropping $60+ for what Abacus offers you for a tenner. Nevertheless…

The next article initially appeared on Medium and is being republished right here with the creator’s permission.Don’t get me fallacious, I’m up all evening utilizing these instruments.However I additionally sense we’re heading for an costly hangover. The opposite day, a colleague instructed me a couple of new proposal to route one million paperwork a day by way of a system that identifies and removes Social Safety numbers.I joked that this was going to be a “million-dollar common expression.”Run the mathematics on the “naïve” implementation with full GPT-5 and it’s eye-watering: One million messages a day at ~50K characters every works…