Amazon Prime Day is live. See the best deals HERE. You can never have too many Legos. Stock up during Walmart's fall sale and get your holiday shopping done early. We may earn revenue from the products available on this page and participate in affiliate programs.

This book chapter introduces the principles and practical applications of uncertainty quantification in machine learning. It explains how to identify and distinguish between different types of uncertainty and presents methods for quantifying uncertainty in predictive models, including linear regression, random forests, and neural networks. The chapter also covers conformal prediction as a framework for generating predictions with predefined confidence intervals. Finally, it explores how uncertainty estimation can be leveraged to improve business decision-making, enhance model reliability, and support risk-aware strategies.

Amazon Prime Day is live. See the best deals HERE. Air quality can make a huge difference in your home's comfort level. We may earn revenue from the products available on this page and participate in affiliate programs. Unfortunately, dust, pet hair, pollen, and a ton of other airborne nonsense wants to get in the way of our good times.

Amazon Prime Day is live. See the best deals HERE. Weather models still struggle to parse the millions of datapoints involved in precipitation prediction. Breakthroughs, discoveries, and DIY tips sent every weekday. Most of us generally think of precipitation in terms of three varieties: rain, snow, and sleet .

Amazon Prime Day is live. See the best deals HERE. Clues are left behind in the ruins of the Mesoamerican megacity Teotihuacan. Breakthroughs, discoveries, and DIY tips sent every weekday. At the height of its power, the ancient Mesoamerican city of Teotihuacan near present-day Mexico City was home to over 125,000 inhabitants.

Amazon's Prime Day is back, and some of our favorite vacuums (from great Dyson to powerful robot vacuums!) are on sale. All products featured on WIRED are independently selected by our editors. However, we may receive compensation from retailers and/or from purchases of products through these links. Not all the advertised sales are worth shopping, but vacuums tend to have some pretty good deals this time of year, including notable discounts on Dyson's powerful stick vacuums and our favorite robot vacuums. This is a great time to get a good deal on our favorite cleaning gadgets ahead of the holiday entertaining season, and we've done the work to find out which deals are worth it.

Amazon Prime Day is live. See the best deals HERE. We're spending the week seeking out the absolute best Prime Day deals across every category to make your shopping experience simpler. We may earn revenue from the products available on this page and participate in affiliate programs. You don't have time to scour through hundreds of thousands of deals during Amazon Prime Big Deal Days.

Amazon Prime Day is live. See the best deals HERE. Edifier's MR5 2.0 is a true crossover pick--musical enough for hi-fi listening, but neutral enough for creators who need an affordable entry point into production. We may earn revenue from the products available on this page and participate in affiliate programs. Edifier has a long-standing reputation for crafting powered speakers that deliver exceptional value for their price, and the MR5 2.0 is the latest addition to this lineage.

This sweet Sonos soundbar gets a rare discount for Amazon's Prime Big Deal Days. All products featured on WIRED are independently selected by our editors. However, we may receive compensation from retailers and/or from purchases of products through these links. Amazon Prime Day comes around but once, or twice, or maybe like three times (?) a year, and it's a great time to stock up on tech, including grabbing one of the best soundbars you can buy on sale. This Sonos Beam Gen 2 Prime Day soundbar deal certainly qualifies, offering clear and expressive performance and a ton of features for a serious discount during Amazon's Prime Big Deal Days event.

Take advantage of these discounts, courtesy of Amazon's latest sale event, and nab WIRED's favorite tech gadgets. All products featured on WIRED are independently selected by our editors. However, we may receive compensation from retailers and/or from purchases of products through these links. Amazon's Prime Day sale events seem to come around faster every year, and that's partly because they are. This is the second Prime Day event of the year, dubbed Amazon's Prime Big Deal Days, and we still have Black Friday to come.