Look Up Back to School Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Mashable Selects Say More Trending Now Good Connection: Uplifting stories for a digital age Creator Playbook Switch Off Mashable Voices Safety Net Versus All Series Get this record low price in one colorway. Lois Mackenzie is a freelance reporter at Mashable. Over the years she has written for many publications, covering everything from the local news to the best pair of running shoes. You can find bylines in publications including Fit&Well, Metro, and Coach magazine, usually covering deals on everything from earbuds to TVs, or guides on how to beat your half marathon time. All products featured here are independently selected by our editors and writers.

When you purchase through links in our articles, we may earn a small commission. The Acemagic K1 has good hardware and supports three 4K monitors, and it's now on sale at Amazon. If you want the full power of a laptop in a tinier package at a smaller price, what you're looking for is a mini PC--one like this Acemagic K1 that's on sale for $422.99 at Amazon . To score this extra low price, you just have to click the on-page coupon for an extra 10% off its listed sale price. And when I say "extra low," I mean it.

There are 45 Prime Day tech deals under 50 that are still live for the second day of Amazon's sale. Here, we've gathered up the smaller gadgets and supporting accessories, brands and devices we've tested and reviewed and know to be worth your money. This list includes useful gear like chargers, storage cards, cables, batteries and even earbuds -- plus a few Lego sets thrown in for good measure. Here are the best Prime Day Tech deals under 50. If you've got 25 and some change in an account somewhere, you can get something decent from Amazon's sale (particularly if you're a Prime member and don't have to pay for shipping).

Plenty of the tech we cover costs less than 50. And some gadgets hovering close enough to that price just need a decent discount to put them in range. During Amazon's Prime Day sale, plenty of tech deals can be had for under 50 and we've gathered up the best of what's out there. If you need to pick up microSD cards, power banks, digital streamers or even a smart speaker, now's the time. As always, these Prime Day picks are drawn from our own testing, coverage and reviews.

Big-ticket tech items get most of the attention during any Amazon Prime Day sale. But here, we're checking out the smaller supporting characters that make our headlining gear work better -- like chargers, storage cards, cables, batteries and the like. Many of the deals we've found on the gear we've tested and recommend are currently going for less than 50, so we've rounded them up here, separated by price point. It's proof that you don't have to spend a ton to save during this sale. Here are the best Prime Day Tech deals under 50.

Predicting future prices of a stock is an arduous task to perform. However, incorporating additional elements can significantly improve our predictions, rather than relying solely on a stock's historical price data to forecast its future price. Studies have demonstrated that investor sentiment, which is impacted by daily news about the company, can have a significant impact on stock price swings. There are numerous sources from which we can get this information, but they are cluttered with a lot of noise, making it difficult to accurately extract the sentiments from them. Hence the focus of our research is to design an efficient system to capture the sentiments from the news about the NITY50 stocks and investigate how much the financial news sentiment of these stocks are affecting their prices over a period of time. This paper presents a robust data collection and preprocessing framework to create a news database for a timeline of around 3.7 years, consisting of almost half a million news articles. We also capture the stock price information for this timeline and create multiple time series data, that include the sentiment scores from various sections of the article, calculated using different sentiment libraries. Based on this, we fit several LSTM models to forecast the stock prices, with and without using the sentiment scores as features and compare their performances.

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Cyber Monday is now in full swing. If you haven't already done your shopping, now's the time--today's the last day of this month's hot deals. Fortunately for latecomers, many of the best-known tech devices have kept their exciting discounts. TVs, laptops, tablets, and Apple gear are just the tip of the iceberg. Best Buy covers it all, and we've picked through the sales to find the best bargains.

Black Friday deals have already begun at Best Buy. These are Best Buy's best bargains we've found across multiple categories: TVs, Apple gear, earbuds, headphones, fitness trackers, gaming gear, laptops and other PC components.

Combined with more daylight hours, this weekend's deals have us feeling rather sunny. We found deals on all of those categories and more. Special offer for Gear readers: Get a 1-year subscription to WIRED for $5 ($25 off). This includes unlimited access to WIRED.com and our print magazine (if you'd like). Subscriptions help fund the work we do every day.