The shopping event of the year is upon us. With shipping delays wreaking havoc over the holiday season, it's best to buy now. The best STEM toys encourage the kids in your life to develop their interests, skills, and creativity. But why would we want to limit ourselves to science, technology, engineering, and mathematics? Let's say "STEAM toys" and include the arts too.

Shopee is the leading e-commerce platform in Southeast Asia and Taiwan. Retail companies use a variety of methods to assure customers that their products are the cheapest. Among them is product matching, which allows a company to offer products at rates that are competitive to the same product sold by another retailer. To perform these matches automatically requires a thorough machine learning approach. Shopee-price match guarantee is the kaggle problem hosted by Shopee and it is solved using one of the deep learning algorithm.

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 Black Friday 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.

While we've had weeks of early Black Friday deals already, Thanksgiving has brought additional sales, some of which we expect to continue through Black Friday proper. This has been a trend for the past few years -- if you happen to be online and searching for Black Friday deals a few hours before the day arrives, you can expect at least a handful of solid early sales. And that strategy may pay off this year even more than others as supply chain issues continue to push back shipping estimates. The sooner you grab the items on your gift list, the better the chance they'll arrive on time. To make your search a bit easier, we gathered the best early Black Friday tech deals we could find here.

Between the ongoing pandemic and daylight savings time, the thought of spending another long winter stuck inside might be causing anticipatory restlessness. Thankfully, Black Friday discounts can be found on all sorts of gear to help improve your surroundings. Brighten things up with customizable, money-saving LED bulbs, or save on some new furniture and make your house feel more homey. We've listed the best Black Friday deals on the best smart home gear and furniture below. If you buy something using links in our stories, we may earn a commission.

Products featured in this Mail Best article are independently selected by our shopping writers. If you make a purchase using links on this page, we may earn an affiliate commission. Amazon's Black Friday sale has kicked off, and there are plenty of deals to be enjoyed on everything from home and garden to kids toys. If you're in search of an affordable smart home device, it's worth noting that Amazon's Echo Dot (3rd Gen) Smart Speaker with Alexa is now reduced to just $19.99. Now 50 per cent off its original price, this is just one of the top discounts offered in the sale, which has been running all week with new discounts dropping every day.

If you're in the market for a budget-friendly smart speaker or two (or three) this Black Friday, it might be worth casting a glance in Amazon's direction. Several Echo devices went on sale last week, and now you can save on more. Among them is the Echo Dot with Clock. It's $35 at the moment, which is $25 lower than the regular price and an all-time low. The Echo Dot is a smaller version of the Echo speaker.

Black Friday is all but here, and you can already start snapping up worthwhile tech deals on Amazon. After an early trickle of discounts that began at the start of the month, the good sales are now coming at us fast. You can't wait anymore on what you see, because everyone else is shopping now, too. To make it easier to snap up the best deals, we've sifted through the offerings and pulled out those worth attention. These bargains meet our usual criteria for a good deal: The price is near an all-time low or is a larger discount than usually available.

Deals season and video games go together like a DualSense controller and your sweaty palms. It's harder than ever to get one of the new consoles, but even if you don't win the next-gen lottery, there's plenty of gear, accessories, and games you can nab for your current consoles or PC. We've rounded up some of the best Black Friday video game and accessory deals here. If you buy something using links in our stories, we may earn a commission. This helps support our journalism.

Machine learning operations (MLOps) are key to effectively transition from an experimentation phase to production. The practice provides you the ability to create a repeatable mechanism to build, train, deploy, and manage machine learning models. To quickly adopt MLOps, you often require capabilities that use your existing toolsets and expertise. Projects in Amazon SageMaker give organizations the ability to easily set up and standardize developer environments for data scientists and CI/CD (continuous integration, continuous delivery) systems for MLOps engineers. With SageMaker projects, MLOps engineers or organization administrators can define templates that bootstrap the ML workflow with source version control, automated ML pipelines, and a set of code to quickly start iterating over ML use cases.