Sonos makes some of our favorite speakers because you can seamlessly connect several throughout your home, all without having to wrangle with pesky cables. It started its Cyber Monday sales early, but they're going strong. You'll find discounts on some of our favorite speakers, soundbars, and subwoofers. The sale runs through November 28. It's a great opportunity to build a surround sound setup.

This time of year, all the cute Christmas decor and ornaments are out, which makes trips even more fun. Shopping on its website isn't as fun, sadly, but it's still packed full of holiday sales. Target's Black Friday and Cyber Monday deals have been live for almost every day of the month, but several discounts are even sweeter now. Updated on November 27, 2022: We've removed expired deals and updated prices. We test products year-round and handpicked these deals. Products that are sold out or no longer discounted as of publishing will be crossed out . We'll update this guide throughout the Black Friday and Cyber Monday weekend. If you buy something using links in our stories, we may earn a commission. This helps support our journalism. The retailer is offering a price match guarantee this season. If you purchase an item in-store or online from now through December 24 and the price goes lower, you can request a price match.

Making a house a home takes time, and often … a lot of money. Luckily, with Cyber Monday, there are plenty of great deals on all your household needs for Cyber Monday. Whether you're building up your kitchen appliances, syncing up all your smart home gadgets, or simply trying to clear the air, there's something on sale for you. We test products year-round and handpicked these deals. Products that are sold out or no longer discounted as of publishing will be crossed out . We'll update this guide throughout Cyber Monday. Updated November 27: We've added many, many more deals on kitchen appliances, kitchenware, air purifiers, vacuums, and more. If you buy something using links in our stories, we may earn a commission. This helps support our journalism.

This work provides a Deep Reinforcement Learning approach to solving a periodic review inventory control system with stochastic vendor lead times, lost sales, correlated demand, and price matching. While this dynamic program has historically been considered intractable, our results show that several policy learning approaches are competitive with or outperform classical methods. In order to train these algorithms, we develop novel techniques to convert historical data into a simulator. On the theoretical side, we present learnability results on a subclass of inventory control problems, where we provide a provable reduction of the reinforcement learning problem to that of supervised learning. On the algorithmic side, we present a model-based reinforcement learning procedure (Direct Backprop) to solve the periodic review inventory control problem by constructing a differentiable simulator. Under a variety of metrics Direct Backprop outperforms model-free RL and newsvendor baselines, in both simulations and real-world deployments.

Embedding based product recommendations have gained popularity in recent years due to its ability to easily integrate to large-scale systems and allowing nearest neighbor searches in real-time. The bulk of studies in this area has predominantly been focused on similar item recommendations. Research on complementary item recommendations, on the other hand, still remains considerably under-explored. We define similar items as items that are interchangeable in terms of their utility and complementary items as items that serve different purposes, yet are compatible when used with one another. In this paper, we apply a novel approach to finding complementary items by leveraging dual embedding representations for products. We demonstrate that the notion of relatedness discovered in NLP for skip-gram negative sampling (SGNS) models translates effectively to the concept of complementarity when training item representations using co-purchase data. Since sparsity of purchase data is a major challenge in real-world scenarios, we further augment the model using synthetic samples to extend coverage. This allows the model to provide complementary recommendations for items that do not share co-purchase data by leveraging other abundantly available data modalities such as images, text, clicks etc. We establish the effectiveness of our approach in improving both coverage and quality of recommendations on real world data for a major online retail company. We further show the importance of task specific hyperparameter tuning in training SGNS. Our model is effective yet simple to implement, making it a great candidate for generating complementary item recommendations at any e-commerce website.

I'm the anti-hero Taylor Swift sings about. I listen to the same song over and over and over again, scratching that part of my brain that just loves every moment of it. Luckily for me, this Cyber Monday, there are speaker deals from Sonos and Google that will sound good with every replay. Luckily for my husband, friends, and anyone else in my vicinity, there are also plenty of deals on headphones from our favorite brands, like Jabra, Apple, and Beats, to drown my tunes out. If you're looking to listen to whatever you want with the best sound possible, we've assembled all the best Cyber Monday headphone and speaker deals here. Updated November 27: We've added new deals on headphones from Bose and Bang & Olufsen.

The holiday shopping season reaches its peak when Cyber Monday deals roll around. Sales are often better than on Black Friday, but with every retailer promising the best Cyber Monday discounts, it can be tricky to work out what deals to snag and when to pass. Luckily, we have done the hard work for you. WIRED reviewers try countless gadgets, tools, and digital delights of all kinds every week, and we have developed smart shopping tips and tricks to weed out fake discounts and bring you the real deals. We can say with confidence that these are the absolute best Cyber Monday deals you're going to find. You will find regular updates as products go out of stock and prices change, and we'll keep scouring to find more deals worth grabbing. Updated November 27: We've added deals on umbrellas, mobile accessories, and more. We've also updated pricing and availability. We test products year-round and handpicked these deals. Products that are sold out or no longer discounted as of publishing will be crossed out . We'll update this guide through Cyber Monday. If you buy something using links in our stories, we may earn a commission. This helps support our journalism. Just like upgrading the bed you sleep on, few things will improve your life like a good chair. If you park your body in front of a desk all day, it's a good idea to give the humble chair more attention. Some of our favorites are on sale right now. See our Best Office Chairs guide for more. Our top office chair pick is a bit cheaper right now. We've tested more than 35 office chairs in the past year and this is the one to get based on comfort, quality, adjustability, and price. At this price, you'd be hard-pressed to find a cheaper way to get seven points of adjustment. The only thing we don't like is that pet hair tends to cling, so keep a lint roller handy. The Zeph looks wonderful--there are dozens of color customizations--but the only adjustment you can make is to raise the seat up or down. You might think that would make for an uncomfortable chair, but it doesn't. This lack of adjustability is by design as the Zeph is designed to mold to your body. We do suggest you get the seat pad and arms, which add a smidge more comfort, though it does jack the price up a bit. The Zeph is compact, making it a great option for smaller spaces. The humble Hyken is our favorite budget office chair. It reclines, has a breathable mesh fabric on the back and seat, and it's sturdy.

Long gone are the days of camping outside Walmart after Thanksgiving, making small talk with strangers as you prepare to jostle them in the hopes of snagging a doorbuster deal. Swap the coat for pajamas and the tent for your couch--all of the best Walmart Cyber Monday deals are available online. You can even choose free in-store pickup to skip waiting for the mail to come. Updated November 27: We've added the Instax Mini 7, Vitamix 6500 blender, and an Anker Portable Charger. We've also updated pricing and availability throughout. We test products year-round and handpicked these deals. Products that are sold out or no longer discounted as of publishing will be crossed out . We'll update this guide through Cyber Monday.

But you don't always have to reach for the most extravagant items to add to your cart. There are plenty of affordable options that'll make for great gifts regardless of who you're shopping for. To help make it easier, we've rounded up a plethora of Cyber Monday deals under $50 on streaming sticks, smart displays, video games, and more. Check out our 25 Gifts Under $25 guide for more budget-friendly holiday gift ideas. Updated November 27, 2022: We've added deals on several packs and bags, a USB hub, desktop iPad stand, MagSafe wallets, and more. We've also updated pricing and availability. We test products year-round and handpicked these deals. Products that are sold out or no longer discounted as of publishing will be crossed out . We'll update this guide throughout the Black Friday and Cyber Monday weekend. If you buy something using links in our stories, we may earn a commission.

It's a great time to upgrade your home theater thanks to some excellent Cyber Monday TV and soundbar deals. If you've yet to take the plunge to a modern 4K TV, or you are still listening to your favorite shows and movies through those tinny built-in TV speakers, there are massive reasons to upgrade. Modern home theater technology now has better backlighting, sharper resolution, and immersive surround sound for less money required than ever before. Go on, convert your living room into a mini cinema. Updated November 27: We've added deals on HBO Max and TVs from Hisense.