November 8, 2024

AI

The Bias Variance Tradeoff and How it Shapes The LLMs of Today

Is low inductive bias essential for building general-purpose AI? Michael Zakhary · Follow Published in Towards Data Science · 6 min read · 6 days ago — Photo by BoliviaInteligente on Unsplash In today’s ML space, we find ourselves surrounded by these massive transformer models like chatGPT and BERT that give us unbeatable performance on just about any downstream task, with the caveat being the requirement of huge amounts of pre-training on upstream tasks first.

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AI

Preference Alignment for Everyone!

Frugal RLHF with multi-adapter PPO on Amazon SageMaker Aris Tsakpinis · Follow Published in Towards Data Science · 26 min read · 9 hours ago — Photo by StableDiffusionXL on Amazon Web Services Note: All images, unless otherwise noted, are by the author. What is this about and why is it important? Over the last 2 years, research and practice have delivered plenty of proof that preference alignment (PA) is a game changer for boosting

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Can a Real Dog Do Handstands Like This Robot?

3 min read Evan Ackerman is IEEE Spectrum’s robotics editor. Can a real dog do this? Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion. Humanoids 2024: 22–24 November 2024, NANCY, FRANCE Enjoy today’s videos! Just when I thought quadrupeds couldn’t impress me anymore…

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Hardware

Windows 11 users could finally get the lock screen options they should’ve had all along

TL;DR: Windows 11 and 10 users could soon have more customization options for lock screen widgets, moving away from the current all-or-nothing approach. Microsoft plans to allow users to pick and choose which widgets to display, thankfully. Windows 11 (and 10) users have been in a bit of an odd place with the lock screen after Microsoft brought widgets to it – but that’ll change soon enough, with a proper set of customization options apparently

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Hardware

AMD Zen 6 CPUs may arrive later than thought – at CES 2027 perhaps, packing AM5 compatibility

TL;DR: AMD’s Zen 6 desktop processors are rumored to launch late 2026 or early 2027, maintaining compatibility with existing AM5 motherboards. The launch might happen at CES 2027, or that seems a likely bet. AMD is planning to unleash its Zen 6 desktop processors either late in 2026, or early in 2027, according to the latest from the rumor mill. This comes from well-known leaker Kepler, who posted some fresh speculation on X, as you

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Hardware

Exclusive: Intel Exec Promises Arrow Lake Fixes For Major Performance Gains

Speaking plainly, Intel’s recently-launched Core Ultra 200 desktop CPUs, code-named “Arrow Lake”, weren’t quite what we expected out of this new generation of chips from Intel. While productivity and content creation performance was potent in some cases, gaming performance saw a significant regression. As it happens, Intel was as disappointed by some of these results just as the community was, and is apparently hot on the trail of root cause identification with a host of fixes

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Robotics

Fulcrum provides inspection data pipeline for Cantilever analysis, explains Gecko Robotics – The Robot Report

Listen to this article Fulcrum can ensure that Cantilever has high-quality infrastructure data to analyze. Source: Gecko Robotics Robotic maintenance of large structures and critical infrastructure is only as useful as the data it yields. Gecko Robotics Inc. has announced its Fulcrum software for data acquisition and quality. Its first public use was this week. The Pittsburgh-based company, best known for its robots that can climb and maintain tanks, has also developed drones and software.

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Hardware

Microsoft seems to be stepping up campaign to get folks to abandon Windows 10 for Window 11

TL;DR: Microsoft is intensifying efforts to encourage Windows 10 users to upgrade to Windows 11, as Windows 10 will reach end-of-life in less than a year. Microsoft is placing reminders on its web pages urging users to upgrade, highlighting that after October 14, 2025, Windows 10 will no longer receive free updates or support. It’s no secret that Microsoft wants Windows 10 users to upgrade to Windows 11 – what with the end-of-life of the

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Hardware

Lian Li’s DK07 Motorized Desk Case Can Fit Two Complete Gaming PCs

If you read HotHardware, you’re almost assuredly familiar with Lian Li. The company has been selling DIY PC cases basically as long as DIY PC building has been a hobby for enthusiasts, and was among the very first to offer aluminum chassis. What you may not know is that Lian Li has also been offering desk chassis for a long while at this point. A desk chassis is exactly what it sounds like: a desk

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