"Artificial intelligence (AI) would be the ultimate version of Google. The ultimate search engine that would understand everything on the web. It would understand exactly what you wanted, and it would give you the right thing." - Larry Page AI grants us the power to understand exactly what our consumers want, and this power, when leveraged correctly, can be the quickest path to success. AI, compared to the "Demon" by Elon Musk and to "God" by Alan Perlis, is omnipresent today. It would be hard to name an industry that isn't growing increasingly dependent on AI, and fashion retail is no exception.

Whether you're planning your annual viewing of White Christmas or gearing up for college football bowl season, now is a great time to upgrade your home theater. This Cyber Monday has steep discounts on many of our favorite TVs, from massive OLED displays to simple and affordable options with built-in Roku. There are also a wide assortment of great soundbars available for great prices this shopping holiday, making it a perfect time to just upgrade your sound already. Be sure to check out our guides to the Best TVs and Best Soundbars for more information about our favorite models right now. If you buy something using links in our stories, we may earn a commission. This helps support our journalism.

View Vinayak Chaturvedi’s profile on LinkedIn, the world’s largest professional community. Vinayak has 2 jobs listed on their profile. See the complete profile on LinkedIn and discover Vinayak’s connections and jobs at similar companies.

As winter looms, so does the prospect of spending more time at home. It makes sense to ensure your surroundings are as pleasant as possible. Luckily, there are Cyber Monday deals on all sorts of gadgets and furnishings that can make your home even homier. Snag one of our favorite smart speakers or displays, change up your lighting to set the mood you want, and make sure you're sitting comfortably with some new furniture. We've scoured retailers big and small to find you the very best deals on smart home gear and furniture.

Getting a utilitarian item like a vacuum or carpet cleaner can seem as unexciting as a roll of toilet paper in your stocking. But almost every home needs one to pick up stray pieces of schmutz. If you want a gift that will earn its price back every single day, you can't do better than a reliable carpet cleaner. Your loved one might even start to think of it as part of the family. These are our favorite picks from iRobot, Roborock, and more. Updated Saturday, November 27: We've checked all deals in this post and added the Shark WandVac, Roomba 692, Eufy RoboVac G30, and more.

In order to build robust deep learning systems, you'll need to understand everything from how neural networks work to training CNN models. In this book, you'll discover newly developed deep learning models, methodologies used in the domain, and their implementation based on areas of application. You'll start by understanding the building blocks and the math behind neural networks, and then move on to CNNs and their advanced applications in computer vision. You'll also learn to apply the most popular CNN architectures in object detection and image segmentation. You'll then use neural networks to extract sophisticated vector representations of words, before going on to cover various types of recurrent networks, such as LSTM and GRU. You'll even explore the attention mechanism to process sequential data without the help of recurrent neural networks (RNNs).

Heavily shattered by the pandemic, the retail sector is on the lookout for innovation. Among the many technologies retailers focus on, artificial intelligence is an undeniable leader. The market of artificial intelligence solutions for retail is projected to reach $23.32 billion by 2027, quite a leap compared to $5.06 billion in 2021. Within AI, computer vision and image recognition have become notable areas of interest for the retail sector -- the global market of retail image recognition software is expected to grow at a CAGR of 22% and attain the value of $3.7 billion by 2025. Bringing image recognition into their technology mixes, retailers hope to optimize inventories, simplify checkouts, and boost customer experience.

Over the last couple of years, intelligent technology driven by artificial intelligence (AI) has been bringing forth new innovations and experiences across a variety of industries and use cases. AI has eased many processes by automating tasks. And now, with deep learning algorithms, AI can perform more complicated tasks too. For consumers, the use of AI and other intelligent technology enables consumers to have a better experience. Apart from AI, tech like augmented reality (AR) and virtual reality (VR) are now highly sought after, especially by the younger generation.

Parenthood, while constantly entertaining, is also one of the most eye-ball meltingly frustrating experiences I've personally ever had. At the end of the day, I do not have patience for any additional extra hassles, be it an unresponsive device, lagging apps or diaper wipes that come out 15 at a time. There are some parenting gadgets that are actually worth your money because they can make life with new babies much more convenient, and some of our favorites are on sale for Black Friday. We've tried out nearly every product below so we can vouch for their advantages, functionality and what really counts as a good deal for the holiday shopping season. That way you can save all your patience for the toy cars, houses and high chairs you're going to have to build after Christmas.

Many people will be searching for discounts on big-ticket items this Black Friday -- high-end headphones, game consoles, fancy smartwatches and the like. But there are plenty of tech deals out there today that won't burn a hole in your wallet -- and not only can they make good gifts, but some are also solid purchases for yourself. If you're in need of a new charging cable, an extra SD card for your Nintendo Switch or an affordable streaming stick for that new TV you just bought, these are the deals to consider this Black Friday. For Black Friday only, Anker charging devices are up to 56 percent off at Amazon. Not everything in this sale is under $50, but many accessories are -- this includes a two-pack of the PowerPort Nano charger for $20, the new Nano II 65W GaN charger for $31 and the PowerCore Magnetic 5K for only $32. Today only, you can pick up the 8Bitdo Sn30 Pro for only $40, or 20 percent off its normal price and a new record-low.