SHOPPING: Products featured in this article are independently selected by our shopping writers. If you make a purchase using links on this page, MailOnline will earn an affiliate commission. Amazon has you covered in their Prime Early Access Sale with fantastic offers on smart TVs, popular earbuds, laptops, iPhones, and so much more. Ending midnight tonight, electronic lovers can enjoy up to £200 off tons of devices, including eero Wi-Fi systems, Apple iPhones, eufy robot vacuums and Echo Buds - but hurry, you don't want to miss out, at these low prices, items are selling out fast. You'll need a Prime membership to get access to these impressive savings, so if you don't already have one, you can sign up for a free 30-day trial here.

With Amazon's Prime Early Access Sale, you can take advantage of great sales on everything from Echo smart displays, Kindles, Fire tablets, and more, during the two-day event--saving you money and allowing you to get ahead on some shopping. We've rounded up all the great deals on WIRED-approved gadgets below. The WIRED Gear team tests products year-round. We sorted through hundreds of thousands of deals by hand to make these picks. Crossed-out products are out of stock or no longer discounted .

Insite AI, a platform for consumer packaged goods companies that uses AI to provide recommendations on how to price, distribute and promote their products in physical stores, today launched out of stealth with $19 million in Series A capital from NewRoad Capital and M12, Microsoft's corporate venture arm. Co-founder Shaveer Mirpuri says that the funding will be put toward customer onboarding, building a team of industry experts to help shape product initiatives and an expanded feature set. Mirpuri and Jonathan Reid co-launched Insite with the belief there was a large addressable market for brick-and-mortar sales revenue growth management software. It's true retailers -- and by extension, brands -- face considerable challenges in this area, particularly as the economy takes a precipitous turn. According to NPD, more than 80% of U.S. consumers said in May that they'd rein in product spending within the next three to six months.

The contributors discuss how with the proliferation of massive amounts of unlabeled data, unsupervised learning algorithms, which can automatically discover interesting and useful patterns in such data, have gained popularity among researchers and practitioners. The authors outline how these algorithms have found numerous applications including pattern recognition, market basket analysis, web mining, social network analysis, information retrieval, recommender systems, market research, intrusion detection, and fraud detection. They present how the difficulty of developing theoretically sound approaches that are amenable to objective evaluation have resulted in the proposal of numerous unsupervised learning algorithms over the past half-century. The intended audience includes researchers and practitioners who are increasingly using unsupervised learning algorithms to analyze their data. Topics of interest include anomaly detection, clustering, feature extraction, and applications of unsupervised learning.

If you're ready to upgrade your living room setup before the cold, winter months arrive, Amazon's Prime Early Access Sale has a bunch of deals you should consider. It's not often that most people upgrade their TVs, but this sales event has a number of good discounts on TV sets of all sizes from brands including LG, Samsung, Sony and others. For those that are already happy with their tube, Amazon has also discounted a bunch of home theater gadgets include streaming devices, soundbars and more, so you can upgrade your setup in a different way. Here are the best TV and home entertainment deals we found for this October Prime Day. The latest Apple TV 4K has dropped to $109. While on the expensive side, it's a set-top box that Apple lovers will appreciate.

Amazon's deal events promise hundreds of thousands of deals, but not everyone wants to spend on a big-ticket purchase. There are usually some great finds on deals under $50. We've rounded up our favorites, whether you're looking for a new Roku or Echo Dot, or want to own your favorite TV series on DVD. The WIRED Gear team tests products year-round. We sorted through hundreds of thousands of deals by hand to make these picks.

Alexander Felfernig is a full professor at the Graz University of Technology (Austria) since March 2009 and received his PhD in Computer Science from the University of Klagenfurt. He directs the Applied Software Engineering (ASE) research group. His research interests include configuration systems, recommender systems, model-based diagnosis, software requirements engineering, different aspects of human decision making, and knowledge acquisition methods. In these areas, he is engaged in national research projects as well as in a couple of European Union projects. Alexander Felfernig has published numerous papers in renowned international conferences and journals (e.g., AI Magazine, Artificial Intelligence, IEEE Transactions on Engineering Management, IEEE Intelligent Systems, Journal of Electronic Commerce) and is a co-author of the book on "Recommender Systems" published by Cambridge University Press.

In year three of a global pandemic, consumers want businesses to be more empathetic. In response, brands are aligning more closely to changing consumer preferences. To deliver a superior customer experience, we see several B2C brands investing in technologies that enable personalization. But, doing this at scale, with millions of consumers, is quite a challenge. Conversational AI helps brands navigate this.

I'm Matthew Kirk, a software engineer based out of Seattle, WA. I am also the author of Thoughtful Machine Learning, where I present doing test-driven software development with data in Ruby, and Thoughtful Machine Learning with Python. I have been building web apps since 2009 and have always been "the data guy," thanks to my applied math degree and my previous life as a financial quant. In my career, I have been fortunate enough to speak around the world about software and work on exciting projects with later-stage startups. I have built social media sentiment engines, diamond recommendation tools, and e-commerce search algorithms...and always got frustrated with how my data projects never seemed to follow best development practices.

Amazon's Prime Early Access Sale is coming next week and we've already started to see a number of preview deals pop up. Devices like the Echo Show 5, Fire TV Stick 4K Max and Kindle Paperwhite have been discounted ahead of the event, and we expect to see more deals on Amazon gadgets during the two-day event. You can also pick up either of Samsung's latest foldables for hundreds of dollars less than usual, or Google's Pixel 6a for only $349. And if you're in need of a new robot vacuum, a handful of Roombas are on sale right now, too. Here are the best tech deals from this week that you can still get today.