Over the past few years, computer vision applications have become ubiquitous. From phones that recognize the faces of their users, to cars that drive themselves, to satellites that track ship movements, the value of computer vision has never been clear. But hardware shortages and labor disruptions in the pandemic's wake are challenging companies' ability to make good on the promise of computer vision, even as the pandemic itself has accelerated the potential of its use cases. Following is a look at how companies across a range of industries are deploying computer vision to improve and optimize key business processes, from retail fulfillment to health-care diagnostics. Computer vision is a field of artificial intelligence that is focused on processing images and videos to extract meaningful information.

Amazon Prime Day is here. The mega-retailer's two-day sales event for Prime subscribers is in full swing, and there are plenty of deals on some of our favorite gear and gadgets, from Alexa-enabled speakers to robot vacs to laptops and tablets. 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. Our Amazon Prime Day coverage page has the latest stories, and our Prime Day Shopping Tips will help you avoid bad deals. You can also get a 1-year subscription to WIRED for $5 here. Updated July 13: We've added new deals, including the lowest price we've seen on a Covid-19 at-home test kit, removed several expired deals, and updated prices and links throughout. If you buy something using links in our stories, we may earn a commission. This helps support our journalism. Prime Day is the best time to pick up a new Amazon device, whether that's a Kindle, Fire tablet, or Echo speaker--they're unlikely to get cheaper than this. For a complete list, read our Best Prime Day Deals on Amazon Devices roundup. Be sure to also read through our Best Kindles, Best Fire Tablets, and Best Alexa Speakers guides. The Paperwhite is the best overall Kindle.

Amazon Prime Day is here. The mega-retailer's two-day sales event for Prime subscribers is in full swing, and there are plenty of deals on some of our favorite gear and gadgets, from Alexa-enabled speakers to robot vacs to laptops and tablets. 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. Our Amazon Prime Day coverage page has the latest stories, and our Prime Day Shopping Tips will help you avoid bad deals. You can also get a 1-year subscription to WIRED for $5 here. Updated July 12: We've added 7 new deals and crossed out the offer of an Amazon credit with purchase of a $50 gift card, which is no longer available. We've also updated prices and links throughout. If you buy something using links in our stories, we may earn a commission. This helps support our journalism. Prime Day is the best time to pick up a new Amazon device, whether that's a Kindle, Fire tablet, or Echo speaker--they're unlikely to get cheaper than this. For a complete list, read our Best Prime Day Deals on Amazon Devices roundup. Be sure to also read through our Best Kindles, Best Fire Tablets, and Best Alexa Speakers guides.

While labeled data is expensive to prepare, ever increasing amounts of unlabeled data is becoming widely available. In order to adapt to this phenomenon, several semi-supervised learning (SSL) algorithms, which learn from labeled as well as unlabeled data, have been developed. In a separate line of work, researchers have started to realize that graphs provide a natural way to represent data in a variety of domains. Graph-based SSL algorithms, which bring together these two lines of work, have been shown to outperform the state-of-the-art in many applications in speech processing, computer vision, natural language processing, and other areas of Artificial Intelligence. Recognizing this promising and emerging area of research, this synthesis lecture focuses on graph-based SSL algorithms (e.g., label propagation methods).

Have you ever heard the term, "Coding your way out of a paper bag"? In this book, you'll do exactly that. In each chapter, you'll examine different machine learning techniques that you can use to programmatically get particles, ants, bees, and even turtles out of a paper bag. While the metaphor itself may be silly, it's a great way to demonstrate how algorithms find solutions over time. If you're a beginner-to-intermediate programmer keen to understand machine learning, this book is for you.

Amazon Prime Day is here. The mega-retailer's two-day sales event for Prime subscribers is in full swing, and there are plenty of deals on some of our favorite gear and gadgets, from Alexa-enabled speakers to robot vacs to laptops and tablets. 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. Our Amazon Prime Day coverage page has the latest stories, and our Prime Day Shopping Tips will help you avoid bad deals. You can also get a 1-year subscription to WIRED for $5 here. Updated July 12: We've added 7 new deals and crossed out any that are no longer available. We've also updated prices and link throughout. If you buy something using links in our stories, we may earn a commission. This helps support our journalism. Prime Day is the best time to pick up a new Amazon device, whether that's a Kindle, Fire tablet, or Echo speaker--they're unlikely to get cheaper than this.

The headlines read "Artificial Intelligence (AI) will completely transform your business." But does the hype match the reality? We have been seeing these exclamations for two decades, but where are the examples? Where are the success stories? Is AI really a game changer, and does it actually apply to my business?

Forecasting is valuable to businesses because it gives them the ability to make informed business decisions and develop data-driven strategies. Financial and operational decisions are made based on current market conditions and predictions on how the future looks. Past data is aggregated and analyzed to find patterns, used to predict future trends and changes. Forecasting allows your company to be proactive instead of reactive. Forecasting allows businesses to set reasonable and measurable goals based on current and historical data.

Amazon Prime Day is here. The mega-retailer's two-day sales event for Prime subscribers is in full swing, and there are plenty of deals on some of our favorite gear and gadgets, from Alexa-enabled speakers to robot vacs to laptops and tablets. 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. Our Amazon Prime Day coverage page has the latest stories, and our Prime Day Shopping Tips will help you avoid bad deals. You can also get a 1-year subscription to WIRED for $5 here. If you buy something using links in our stories, we may earn a commission. This helps support our journalism. Prime Day is the best time to pick up a new Amazon device, whether that's a Kindle, Fire tablet, or Echo speaker--they're unlikely to get cheaper than this. For a complete list, read our Best Prime Day Deals on Amazon Devices roundup.

If drone photography is something you've always wanted to try, one of Amazon's Prime Day deals may be your ticket into the hobby. The retailer has discounted the DJI Mini 2 Fly More Combo to $479, down from $599. The bundle comes with almost everything you need to get the most out of DJI's entry-level drone, including two spare batteries, a charging hub and a carrying case for the aircraft. At $479, you're effectively paying $60 more than it would cost to buy the standard $419 Mini 2 kit on its own. While Engadget hasn't had a chance to review the Mini 2, it's widely considered one of the best beginner drones you can buy. It can also capture smooth 4K video at 30 frames per second, thanks to a 12-megapixel sensor.