The 18 best movies to watch on Amazon Prime Video - CNET

Not sure what to watch on Amazon tonight? Let's round up some of its best gems.

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Cyber Monday 2020: The best wireless workout headphones deals - CNET

Looking to save on a new pair of sports headphones for working out at the gym or running? You can pick up some sweet deals this Cyber Monday.

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Google Doodle 'hangs' holiday lights to welcome the month of December - CNET

Google's getting festive.

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Cyber Monday TV Soundbar deals: Discounts on Roku, JBL, Vizio, Polk, and more - CNET

Make your TV sound better than ever by taking advantage of the best prices of the year.

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Fitbit and smartwatch Cyber Monday 2020 deals: Save $50 on Fitbit Sense, Versa 2 and more - CNET

Discounts on Fitbits, Samsung Galaxy smartwatches and other fitness-related gadgets are still available for Cyber Monday.

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Best student credit cards for December 2020 - CNET

The best cards for first-timers and students with a limited credit history.

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Cyber Monday Hulu deal: This is your last chance to lock into $1.99 per month - CNET

Get Hulu's basic streaming service for $2 a month. This offer is available through today.

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Cyber Monday 2020 Bluetooth speaker deals: Discounts on Ultimate Ears, Sony and more - CNET

Liven up someone's holiday season (or your own) with a great deal on a portable speaker.

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Scientists discover 'beautiful and unique' gelatinous sea animal - CNET

It looks a bit like a see-through plucked space turkey.

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Walmart Cyber Monday 2020: 70-inch 4K TV , robot vacuums, price cuts on Xbox, Switch and PS4 games - CNET

Cyber Monday savings are here. Rejoice.

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Best Cyber Monday 2020 deals on Nintendo Switch and Xbox One games - CNET

There are great deals on fantastic games for Microsoft and Nintendo consoles this Cyber Monday.

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Moderna seeks FDA emergency approval for coronavirus vaccine - CNET

The drug company reports that its mRNA vaccine is 94.1% effective against COVID-19.

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Apple Watch Cyber Monday 2020 deals: Discounts at Best Buy, Amazon and more - CNET

Cyber Monday sales are in full flow, making it a great time to be in the market for an Apple Watch.

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Here are the best cash-back credit cards for December 2020 - CNET

Earn more rewards and credit every time you spend.

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Cyber Monday 2020 iPhone cases are only $12.50 - CNET

Casely is currently offering 50% off all its cases, including those for the latest iPhone 12 models. Lots of fun designs are available.

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17 best TV shows to binge on Amazon Prime Video - CNET

Looking for a great show to watch tonight? Let's round up Amazon's best gems.

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Best gifts to give Dad for 2020 - CNET

A collection of great gifts, from the practical to the extravagant, for a hard guy to please.

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The 33 best movies to stream on Disney Plus - CNET

Looking for entertainment other than Marvel and Star Wars? Let's round up the best gems on Disney Plus.

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Supreme Court hears case on hacking law and its limits - CNET

The "dangerously vague" Computer Fraud and Abuse Act, established in 1986, gets a look 34 years later.

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The 8 best movies to stream on Hulu - CNET

Looking for a great movie to watch tonight? Here are some of the best Hulu has to offer.

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Gifts that give back: How you can help charities in 2020 - CNET

This year -- especially this year -- consider buying presents that help support charitable causes.

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12 of the best TV shows to binge on Disney Plus - CNET

Searching for more great shows like The Mandalorian? Let's round up Disney's best gems.

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Cyber Monday Bluetooth speaker deals: Best discounts on Sony, JBL, Ultimate Ears and more - CNET

Liven up someone's holiday season (or your own) with a great deal on a portable speaker.

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Best Cyber Monday 2020 headphones deals: Beats by Dre, Sennheiser, Jaybird, Bose, Jabra, JBL and more - CNET

Looking to save on a new pair of headphones? Cyber Monday is bringing amazing deals.

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Moderna seeks FDA emergency approval for coronavirus vaccine - CNET

The drug company reports that its vaccine is 94.1% effective against COVID-19.

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Hulu's $1.99 Cyber Monday 2020 deal ends today - CNET

Get Hulu's basic streaming service for $2 a month. This offer is available until Nov. 30.

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The Mandalorian season 2 episode 5 review: Ahsoka Tano vs. samurai - CNET

A beloved Jedi from the Clone Wars cartoon debuts as the Disney Plus Star Wars spin-off strikes a Kurosawa note.

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The best video doorbell cameras to buy in 2020 - CNET

Want a smart doorbell? Start here.

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Best Cyber Monday deals under $50 available now from Best Buy, Amazon, Walmart and more - CNET

Cyber Monday is upon us. Here are some of our favorite deals that won't break the bank.

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China's Chang'e 5 probe readies for audacious moon rock heist this week - CNET

The first sample return mission to the moon in decades is one step closer to touchdown.

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5G's rollout speeds along faster than expected, even with the coronavirus pandemic raging - CNET

A new report from Ericsson finds about 1 billion people will be in 5G coverage areas by the end of the year.

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Best podcasts of 2020: 16 to binge right now - CNET

A bad year for almost everything else, 2020 has been fantastic for podcasts.

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Super Nintendo World theme park to open Feb. 4 - CNET

Coronavirus be damned, Osaka's Super Nintendo World is happening.

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Fortnite themed Nintendo Switch lands at Walmart just in time for Cyber Monday - CNET

It comes installed with Fortnite a few V-bucks for your troubles.

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Target Cyber Monday 2020 deals: Apple Watch SE, Fitbit Versa 2, Roomba and more - CNET

Check out the best Cyber Monday deals available at Target.

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Lenovo Cyber Monday laptop deals: Save over $2,000 on ThinkPad X1 Yoga, ThinkPad X1 Carbon Gen and more - CNET

Enjoy big discounts and savings on Yoga convertibles, ThinkPads and affordable yet powerful Legion gaming laptops.

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Nintendo Switch restock for Cyber Monday: Check Mario Kart inventory at Amazon, Best Buy and Walmart - CNET

The Switch came out in 2017, but a new 2020 holiday bundle is almost as tough to find as the PS5 and Xbox Series X.

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European Space Agency is sending a giant claw into orbit to clean up space junk - CNET

The Claw is our master. The Claw chooses who will go and who will stay.

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Cyber Monday TV deals: Best deals from Samsung, LG, Vizio, TCL and more - CNET

Inventory is disappearing quickly from Walmart, Best Buy and Amazon, but choice deals still remain as we head into Cyber Monday.

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Cyber Monday deals on Roku: Sales on Streaming Stick Plus for $29, Ultra for $69, Streambar for $100, Roku TV for $108 - CNET

Our favorite streaming platform gets its best 2020 prices yet.

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Cyber Monday laptop deals: Discounts on HP Pavilion, Microsoft Surface, Lenovo ThinkPad laptops and more - CNET

Cyber Monday is almost here, and there's no better time to get a deal on a new laptop.

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Cyber Monday 2020 vacuum deals: Neato, Shark, iRobot, Dyson, Bissell, Hoover and more - CNET

This 2020 Cyber Monday season is a great time to buy a new stick vacuum or robot vacuum.

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TV Soundbar Cyber Monday deals: Roku Streambar for $100, Polk Audio Signa S2 for $139 and more - CNET

Make your TV sound better than ever by taking advantage of the best prices of the year.

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PS5 restock for Cyber Monday 2020? Check inventory at Best Buy, Walmart, Amazon, Target and GameStop - CNET

The PS5 is nearly impossible to find. These are your best options right now.

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UK bans installation of Huawei 5G equipment from September 2021 - CNET

It's all part of the government's plan to rid UK telecoms infrastructure of equipment made by "high risk" vendors.

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NFL 2020: How to watch Titans vs. Colts, Chiefs vs. Bucs and the rest of Week 12 today without cable - CNET

There is plenty to be thankful for when it comes to the NFL's Sunday slate.

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Best Cyber Monday TV deals: Samsung, TCL and Vizio, sizes from 32 to 65 inches, starting at $100 - CNET

Inventory is disappearing quickly from Walmart, Best Buy and Amazon, but choice deals still remain as we head into Cyber Monday.

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Book review: Voice assistants 'need a feminist reboot' - CNET

In The Smart Wife, authors Yolande Strengers and Jenny Kennedy identify and offer solutions to the gender stereotypes embedded in the products we use everyday.

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The amazing Vava 4K HDR ultra-short-throw projector is back for $1,949 - CNET

That's $850 off the regular price. Still expensive? Yes. Still totally worth it? Yes.

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These artistic iPhone cases are only $12.50 for Cyber Monday - CNET

Casely is currently offering 50% off all its cases, including those for the latest iPhone 12 models. Lots of fun designs are available.

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Darth Vader actor David Prowse dies at 85, Mark Hamill and others pay tribute - CNET

Prowse, the actor who played Darth Vader in the original Star Wars film trilogy, dies after a short illness.

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NFL streaming: Best ways to watch and stream 2020 football live without cable - CNET

Cord-cutters can stream games live from CBS, Fox, NBC and NFL RedZone. Here's how.

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Black Friday Apple Watch savings: Series 6 for $330, Series 5 for $299, plus more models on sale - CNET

Cyber Monday sales are kicking off, making it a great time to be in the market for an Apple Watch.

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Best Black Friday 2020 video game deals for Xbox One and Nintendo Switch - CNET

There are great deals on fantastic games for Microsoft and Nintendo consoles going into Cyber Monday.

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Apple Watch Series 6 vs. Fitbit Sense: Top smartwatches go head to head - CNET

We compare the flagship Apple and Fitbit smartwatches to help you decide between the two.

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Staples' best Cyber Monday deals: Monitors, gaming chairs and more - CNET

Save on items your office or office at home needs.

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Home Depot Cyber Monday deals available now: Save on video doorbells, smart fridges, vacuums, power tools, more - CNET

Whether you're looking for tools or smart home gear, Home Depot still has some great deals.

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iPhone 12 Pro Max camera: Why this pro photographer is super excited - CNET

A longer zoom, a bigger image sensor and vastly improved night mode? Count me in.

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The best electric kettles to buy this year - CNET

Want hot water in a hurry? One of these kettles will do the trick.

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MagSafe on iPhone 12: I still want USB-C, but I was wrong about Apple's magnetic charger - CNET

MagSafe has already snapped itself into my life. But how many variations will there be?

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Mysterious monolith puzzle has been solved by internet sleuths - CNET

Sorry, but it's probably not aliens.

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The mysterious monolith in the Utah desert is now gone - CNET

Officials say it has been removed, but not by them.

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Black Friday massage gun deals: Save $150 on Theragun Pro, $100 off Theragun Elite and more - CNET

If your muscles often ache for massage-gun relief, Theragun is offering some sweet discounts on all its products through Dec. 1.

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Best Black Friday 2020 HP deals: Envy, Pavilion, Omen and All-in-One models up to $320 off - CNET

With up to $320 off laptops from HP, Black Friday 2020 is a great time to get an upgrade on business and gaming devices.

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Best Cyber Monday deals under $50 already available from Amazon, Walmart, Best Buy and more - CNET

Black Friday's time is up, but that doesn't mean the discounts have all expired. Here are some of our favorite deals that won't break the bank.

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Best Black Friday Ring doorbell deals: Savings on Ring doorbells, floodlight camera, alarm kit and more - CNET

Some of these huge discounts even include free Amazon Echo Show displays.

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AOC's Among Us stream on Twitch nets $200K for charity - CNET

A live stream on the gaming site, featuring US Rep. Alexandria Ocasio-Cortez, brings in money for eviction defense and food pantries, among other things.

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The best Black Friday tablet deals on iPads and Amazon Fire tablets - CNET

The best deals on Amazon as well as Apple tablets are mostly to be had at Amazon itself.

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The amazing Vava 4K HDR ultra-short-throw projector is back for $1,950 - CNET

That's $850 off the regular price. Still expensive? Yes. Still totally worth it? Yes.

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AirPods Pro vs. Galaxy Buds Live: Sound quality, noise cancellation compared - CNET

Can Samsung's Galaxy "Beans" beat Apple's standard bearer, the AirPods Pro?

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Here's what iPhone 12 Pro cameras can do: Incredible Night Mode photos and more - CNET

Sunsets, sunrises, wide vistas and aquamarine waters give ample evidence of another leap forward in mobile photography.

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iPhone 12 vs. Pixel 5: Apple and Google's 5G flagships compared - CNET

For the operating system agnostic, the choice between Pixel 5 and iPhone 12 might come down to design, camera, battery, performance -- or price.

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Google Pixel 5's wimpy camera is driving me to the iPhone 12 - CNET

Commentary: For this photo enthusiast, the Pixel 5's middling camera hardware has undercut Google's advanced image processing.

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iPhone 12, Pro and Pro Max vs. Samsung's Galaxy Note 20 lineup: Spec-by-spec comparison - CNET

We stack the iPhone 12, 12 Pro and 12 Pro Max against the Note 20 and 20 Ultra spec-by-spec.

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iPhone 12's Lightning port may be the next thing Apple kills - CNET

Commentary: Going by iPhone 12 naming standards, it's possible that the iPhone 13 Pro and 13 Pro Max would be portless, while the iPhone 13 Mini and regular iPhone 13 would keep their Lightning port.

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Mysterious monolith puzzle has been solved by internet sleuths - CNET

Sorry, but it's probably not aliens.

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Best Black Friday tablet deals on iPads and Amazon Fire tablets - CNET

The best deals on Amazon as well as Apple tablets are mostly to be had at Amazon.

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Late Black Friday TV deal: The $250 Hisense 65-inch 4K UHD smart Android TV returns to Best Buy on Saturday - CNET

The hall-of-fame deal on a big, big screen returns -- but it's not going to last long.

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Best Black Friday Ring doorbell deals: Savings on Ring doorbells, floodlight camera, alarm kit and more - CNET

Some of these huge discounts even include free Amazon Echo Show displays.

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Black Friday deals on Fire TV, Chromecast, Roku, and more - CNET

There's never been a better time to jump into, or gift, smarter TV streaming.

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Kindle Black Friday 2020 deals: Save up to $75 off Oasis, Kindle and Paperwhite - CNET

With Amazon Kindle e-readers back to or near Prime Day prices, now is a great time to buy.

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Best checking accounts for December 2020 - CNET

From branch access to ATMs to "monthly maintenance" fees, we break down everything you need to know to pick the best checking account.

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Black Friday Amazon tablet sale: Fire tablet deals $80 for Fire HD 10, $75 for Fire HD 7 and more - CNET

Curl up in front of a Fire tablet this holiday season.

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Hulu Black Friday deal returns for 2020: 65% off new and reactivated subscriptions - CNET

Get Hulu's basic streaming service for $2 per month. Offer available until Nov. 30.

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The best robot vacuums for 2020: Neato, iRobot Roomba, Eufy, Electrolux and more - CNET

We tested many leading models from iRobot, Electrolux, Eufy, Ecovacs, Neato and others. Here are our favorites.

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Black Friday 2020 vacuum deals: Shark, Dyson, Bissell, Hoover, Neato and more - CNET

If you're in the market for a new stick vacuum or robot vacuum, Black Friday 2020 is a great time to buy.

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Best Black Friday TV soundbar deals: Roku Streambar for $100, Klipsch Cinema 400 for $149 and more - CNET

Make your TV sound better than ever by taking advantage of the best prices of the year.

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Black Friday 2020 Bluetooth speaker sales: Deals on Sony, Bose, JBL, Ultimate Ears and more - CNET

Here are the best deals you can get right now on speakers from Sony, Bose, JBL, Ultimate Ears and more.

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Apple MacBook Black Friday sales: Save up to $350 on Intel-based MacBook Air and Pro laptops and more - CNET

The new M1 MacBook models are out and decent discounts can be had on the older, Intel-based models.

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Black Friday: Best video game deals for Xbox One and Nintendo Switch - CNET

There are great deals on top games for the Xbox One X and Nintendo Switch.

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Best Target Black Friday savings: Save on iRobot Roomba, Apple Watch Series 3, JBL portable speaker and more - CNET

See the best deals available at Target for Thanksgiving week.

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iPhone 12 Pro Max camera: See my rugged photo adventure along California's coastline - CNET

CNET Senior Photographer James Martin puts the camera on Apple's new phone through the paces along California's Lost Coast.

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The Mandalorian season 2: When does episode 5 hit Disney Plus? - CNET

We have the full episode schedule for The Mandalorian's second season, and the first five episodes are available now.

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The Mandalorian season 2 episode 5 recap: Baby Yoda and Mando track down The Jedi - CNET

The live action Disney Plus Star Wars show just expanded its universe.

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Trump says he'll leave office if Electoral College formalizes Biden win - CNET

Still, the president indicates he'll continue to fight the election results.

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Trump administration gives TikTok new extension in forced sale saga - CNET

It would be hard to squeeze this ongoing story into a 60-second TikTok.

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The Crown season 4: What it gets right (and wrong) about Princess Diana - CNET

Note to Netflix: The Spencer tiara should NOT look like a Burger King crown.

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The Crown season 4: What Netflix gets right (and wrong) about Margaret Thatcher - CNET

The drama introduces Britain's controversial first woman prime minister, played by Gillian Anderson.

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The Crown season 4 ending explained and all your questions answered - CNET

Jumping into Netflix's slice of royal history? Here's everything you need to know about Princess Diana, Margaret Thatcher and more.

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Black Friday 2020 TV deals: 55-, 60-, 65-inch TVs from Samsung, Sony, Insignia, LG at Walmart, Best Buy and Amazon - CNET

If you're thinking about getting a new TV, this is the week to get the best deals.

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Best Black Friday deals right now: $170 AirPods Pro at Amazon, $100 Fitbit Charge 4 and more - CNET

Other highlights include a Tile Mate for $18, the Google Nest Hub for $50, the DJI Mavic Mini for $359 (possibly less) and AirPods for $110. Those deals and more from Amazon, Best Buy, Kohl's, Walmart and other stores.

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Walmart's Black Friday sale is live: $49 Instant Pot, top video games as low as $15, Samsung 4K Smart TV is $478 and more - CNET

The retailer's giant Black Friday sale is here. Some of the best deals are already sold out, though.

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Scientists accidentally discover Australian marsupials glow in the dark - CNET

A glow up for some of Australia's most unique creatures.

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32 of the best TV shows to stream on Hulu - CNET

Looking for a great show to watch tonight? Here are some of the best Hulu has to offer.

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The 17 best TV shows to binge on Amazon Prime Video - CNET

Searching for a great show to watch tonight? Let's round up Amazon's best gems.

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Best Black Friday 2020 deals on e-bikes and electric scooters - CNET

Killer sales on all kinds of noncar ways to get around, from electric bikes to e-scooters.

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8 of the best movies to watch on Hulu - CNET

Searching for a great movie to watch tonight? Here are some of the best Hulu has to offer.

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33 of the best movies to watch on Disney Plus - CNET

Searching for entertainment other than Marvel and Star Wars? Let's round up the best gems on Disney Plus.

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The 9 best movies to stream on Disney Plus for Thanksgiving - CNET

Stuffed with turkey and ready for a wholesome movie? Here are options for everyone.

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Dyson Black Friday sales: $150 off cordless vacuums like the V8 and Ball Animal - CNET

High-end vacuums and small appliances from the always-hyped manufacturer are seeing some big discounts ahead of this holiday season.

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Black Friday Fire tablet deals: Amazon Fire 7, Fire HD 8 and all Fire Kids tablets on sale - CNET

It's the best time of the year to buy a Fire tablet.

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Black Friday 2020 Kindle deals: Kindle for $60, Paperwhite for $85, Oasis for $175 - CNET

Prices on Kindle e-readers are back at or near their Prime Day pricing.

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Earth just got 2,000 light years closer to Milky Way's supermassive black hole - CNET

Finally, some good news.

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Black Friday 2020 deals on Amazon Fire TV, Roku Ultra, Google Chromecast and more - CNET

There's never been a better time to jump into, or gift, smarter TV streaming.

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Black Friday 2020 Amazon Echo deals: New Echo Dot drops to $29, 2020 Echo drops to $70, Echo Show 5 back to $45 - CNET

Price cuts on dozens of Amazon devices are now available across the board.

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Best Black Friday Bluetooth speaker deals available now: Sony, Bose, JBL, Ultimate Ears and more - CNET

Looking for a portable Bluetooth speaker? Here are the best deals you can get right now on speakers from Sony, Bose, JBL, Ultimate Ears and more.

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Mysterious monolith puzzle has been solved by internet sleuths - CNET

Sorry, but it's probably not aliens.

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Eat this Cthurkey and other Cthulhu entrees, if you dare - CNET

Beware of the tentacled entree! Cthulhu food tributes invade the Internet, and this edible Elder God looks like it might attack before you can pick up your fork.

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Apple MacBook Black Friday 2020 deals: Get discounts for MacBook Air and MacBook Pro models - CNET

The new M1 MacBook models are out, and big discounts can be had on the older, Intel-based models.

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Dyson Black Friday sales: $150 off cordless vacuums like the V8 and Ball Animal - CNET

High-end vacuums and small appliances from the always-hyped manufacturer are seeing some big discounts ahead of this holiday season.

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Black Friday AirPod deals: AirPods Pro hit all-time low of $169 at Amazon and Walmart - CNET

There's never been a better price for AirPods Pro.

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Lamborghini's next Aventador keeps its naturally aspirated V12, gains a hybrid system - Roadshow

We're not sure if it'll be a battery-based system or a supercapacitor-based system like the Sian's.

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Disneyland's troubles explained: Here's when the theme parks can reopen - CNET

As Disney reopens shopping inside California Adventure's Buena Visa Street, here's how California's state rules will affect the reopening of the iconic original Disney theme park.

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2019 and 2020 Lamborghini Urus receive a recall for a leaky fuel fitting - Roadshow

The recall affects just shy of 3,000 vehicles and should be an easy fix.

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Disney struggles with reopening global theme parks as Disneyland Paris remains closed - CNET

The theme parks business has so far announced laying off 28,000 US employees.

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Apple will redesign Macs, Apple Watch in 2021, analyst predicts - CNET

AirPods 3 could be launching between April and June, Kuo said.

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Black Friday camera deals available now: Save up to $250 on GoPro, Canon, Nikon and Sony - CNET

Looking for a deal on a digital camera or action cam? Here are the best deals we've spotted.

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Star Trek didn't make William Shatner rich, he tells 'crazy' fan - CNET

Star says he hasn't received residuals for the original series since the early 1970s.

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This Black Friday, sustainable fashion is the new black - CNET

How can you shop for clothes ethically and sustainably this Black Friday and Cyber Monday?

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Black Friday 2020 treadmill, rower, spin bike, activewear and kettlebell deals - CNET

Outfit your own home gym -- or someone else's -- while saving hundreds of dollars on a treadmill and other gear.

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How to watch Wonder Woman 1984 streaming on HBO Max this December - CNET

The superhero movie is blasting into living rooms and some theaters. Here are the details on how to tune in.

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Black Friday Theragun massage gun deals: Save $150 on Theragun Pro, $100 off Theragun Elite and more - CNET

If you're in the market for a massage gun, Theragun is offering some sweet discounts on all its products through Dec. 1.

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Steam Autumn Sale is live: The best deals we've seen so far - CNET

Death Stranding is 50% off and Star Wars Jedi: Fallen Order is also super cheap.

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The new Porsche 911 GT3 is nearly done and sounds like fun - Roadshow

We get an early ride in a Porsche 911 GT3 prototype.

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This 50%-off tracking device can keep tabs on your car or boat for just $50 - CNET

Become a super-spy with Spot Trace, which can track anything you own via satellite (for a small monthly service fee).

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Mads Mikkelsen officially replaces Johnny Depp in Fantastic Beasts 3 - CNET

It's confirmed.

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Best Black Friday Fitbit and smartwatch deals: Get $50 off Fitbit Charge 4, Fitbit Sense and Versa 2, plus savings on Galaxy Watch and Fossil - CNET

Discounts on Fitbits and other top smartwatches can save you big money this holiday season.

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Nintendo Switch Mario Kart Black Friday bundle hits on Nov. 25: Check for restock at Best Buy and Amazon, too - CNET

It's already as difficult to find as the PS5 and Xbox. Here are your best options.

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The Apple Store Black Friday deals have been unveiled, but here's where to find better prices on Apple gear - CNET

Apple doesn't go big for Black Friday discounts, but you can find serious price cuts on AirPods, Apple Watch models and more by shopping around.

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Best Target Black Friday deals: Save $50 on Fitbit Versa 2, $90 on Beats PowerBeats Pro and more - CNET

See the best deals available at Target for Thanksgiving week.

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Black Friday Walmart sale starts soon: Next PS5, Switch and Xbox restock, plus best prices ever on AirPods Pro and Apple Watch - CNET

Walmart's big Black Friday sale starts Wednesday, but there are some solid deals already available.

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Best Black Friday 2020 deals: Big savings on TVs, headphones, Apple Watch, Roku, Fitbit, Chromebooks, more - CNET

Highlights include a 14-inch Chromebook for $199, the DJI Mavic Mini for $359 (possibly less) and AirPods for $119. Those deals and more from Amazon, Best Buy, Kohl's, Walmart and other stores.

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Volkswagen ID 4 has 250-mile range estimate certified by the EPA - Roadshow

It's not a hugely impressive figure, but the ID 4 has other things to offer prospective buyers.

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The best headphone gifts for the 2020 holidays - CNET

Who wouldn't appreciate a good pair of headphones as a gift this holiday season? Here's a wide selection of top wireless models.

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Lucid launches configurator for its base model Air, known as Pure - Roadshow

It's looking like Lucid is cutting a lot of choice and features to hit its $69,900 price tag.

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Best airline credit cards to use for November 2020 - CNET

Earn miles toward a free flight when flying with your preferred airline.

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Here are the best cash-back credit cards for November 2020 - CNET

Earn more rewards and credit every time you spend.

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This August Smart Lock with Wi-Fi beats the best Black Friday deal for $199 - CNET

Get the newest version of the August lock for about $10 less than the best Black Friday deal right now.

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All the best neck gaiters to buy for 2020 - CNET

Whether you're looking for outdoor protection or a face covering, these are your best options.

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Why Marvel 616 documentary on Disney Plus is angering some comics fans - CNET

Is Marvel writer Dan Slott hard at work or hardly workin'?

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Best savings account for November 2020 - CNET

Safe, secure and convenient accounts -- with some of the highest interest rates available.

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Apple patent application seeks to electrically detect windshield cracks - Roadshow

It uses the resistance of a conductive layer in the laminated glass to detect damage.

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The PlayStation 5 is the weirdest thing I've ever seen in my life - CNET

Commentary: I just can't explain it.

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Black Friday camera deals available now: Save on GoPro, Canon, Nikon and Sony - CNET

Looking for a deal on a digital camera or action cam? Here are the best deals we've spotted.

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The Queen's Gambit: That ending explained and all your questions answered - CNET

Is the Netflix show based on a true story? Let's go through all those key details and more.

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The best face masks for running outside in 2020 - CNET

The lightweight, moisture-wicking face masks you need for all your runs.

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YouTube suspends One America News for COVID-19 misinformation - CNET

The far-right news network is a favorite of President Donald Trump.

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8 best movies to watch on Hulu - CNET

Looking for a great movie to watch tonight? Here are some of the best Hulu has to offer.

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32 best TV shows to stream on Hulu - CNET

Searching for a great show to watch tonight? Here are some of the best Hulu has to offer.

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32 of the best movies to see on Disney Plus - CNET

Looking for entertainment other than Marvel and Star Wars? Let's round up the best gems on Disney Plus.

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Black Friday 2020 sitewide kitchen sales: Vitamix, Always Pan, Staub, Zwilling and more - CNET

Some of the best kitchen brands have announced sitewide sales, and the deals are legit.

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Black Friday laptop deals [live now]: $450 HP gaming laptops, Dell XPS price cuts, Chromebooks under $400 - CNET

You don't need to wait until Black Friday to get a deal on a new laptop.

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Our favorite gifts to give preteen boys for 2020 - CNET

Treat your preteen to a special gift this holiday season.

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PS5: 8 tricks to get the most out of your new PlayStation - CNET

Power settings, sub menus, this thing even has spoiler settings!

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Black Friday 2020 Apple Watch deals: Series 6 holds at $330, Series 5 returns at $299 - CNET

It's a good time to be in the market for an Apple Watch.

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Twitter will begin warning you a tweet is misleading even if you're just liking it - CNET

It may continue slowing down the spread of misinformation.

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One-of-a-kind fossil shows T. rex and Triceratops locked in battle to the death - CNET

The fossil, nicknamed "Dueling Dinosaurs," will be on public display for the first time.

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Disney Plus: Every movie and TV show coming in December 2020 - CNET

Disney is releasing Soul this December on Disney Plus!

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Black Friday 2020 AirPod deals: AirPods Pro dropping to $169 soon, standard AirPods now at $119 - CNET

Great deals today, but better ones at Walmart starting Nov. 25.

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Black Friday TV deals: 32-inch Alexa TV for $100, 70-inch Android TV for $450, Vizio OLED for $900 plus Sony, LG, Samsung discounts - CNET

If you're thinking about getting a new TV, this is the week to get the best deals.

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Amazon Prime Video: Every movie and TV show coming in December 2020 - CNET

A lot of good stuff in December... And the Expanse is back!

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Apple security chief accused of offering iPad for gun permits - CNET

The scheme involved donating 200 iPads worth $70,000 to the Sheriff's Department in exchange for four concealed carry permits, according to an indictment.

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Best Black Friday 2020 deals: Big discounts on monitors, headphones, Apple Watch, Roku, Fitbit, more - CNET

Get a 24-inch monitor for $90, the Aftershokz Aeropox for $125 or a Google Nest Hub with $20 Vudu credit for $50. See those deals and more from Amazon, Best Buy, Walmart and other stores.

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Apple Black Friday 2020 deals: Up to $69 off some iPads and Apple Watch models, big price cuts coming soon for AirPods - CNET

Black Friday deals on Apple products are already underway. Here are the best ones we've found so far.

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Black Friday home gym deals: Save on treadmills, activewear and kettlebells - CNET

Get hundreds of dollars off all the gear you need to outfit your own home gym, or someone else's.

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The best home security cameras of 2020: Wyze, Arlo and more - CNET

Here are the best security cameras.

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US airlines detail plans for resuming Boeing 737 Max flights - CNET

If you don't want to fly on the Max, American, United and Southwest will let you change flights without penalty. Plus, how to tell when you're booked on a Max flight.

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Google's antitrust battles: Here's what you need to know - CNET

The latest: Seven states plan to file a lawsuit next month and combine their case with the DOJ's complaint.

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The Porsche Taycan just drifted its way into the Guinness World Records - Roadshow

Porsche's EV now holds the record for longest continuous drift of an electric car.

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Jeopardy's first host after Alex Trebek's death is former champ Ken Jennings - CNET

One of the greatest contestants in the show's history will temporarily take up the mantle.

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GM drops support for Trump administration's lawsuit to ban California's regulations - Roadshow

GM joined a handful of other automakers siding with the Trump administration on litigation. Now, the US automaker wants others to join its reversal.

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Black Friday Fitbit and smartwatch deals: $50 off Fitbit Charge 4, Versa 2 and Fitbit Sense, plus savings on Galaxy Watch and Fossil - CNET

Discounts on Fitbits and other top smartwatches can save you big money this holiday season.

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Best audio gear under $500 - CNET

From headphones to soundbars to subwoofers to software, CNET's audio expert shares his favorite gear for half a grand (or less).

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Coronavirus movie delays: New release dates for 2020 and 2021 blockbusters - CNET

Find out when Soul, Dune, James Bond, Black Widow, Wonder Woman, The Batman and other blockbuster films will finally show up.

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Oxford coronavirus vaccine is 70% effective on average, researchers say - CNET

That's good!

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New movie calendar for 2020 and 2021 following coronavirus delays - CNET

From Wonder Woman 1984 to Jurassic World: Dominion, No Time to Die and Top Gun: Maverick, we round up the new dates for rescheduled blockbusters.

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Facebook aims to spur more holiday giving with new tool - CNET

The social network will also match up to $7 million in eligible donations to US nonprofits on Dec. 1.

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Staying connected when the world falls apart: How carriers keep phones working - CNET

Hurricanes, tornadoes and wildfires can knock out phone network service right when we need it most.

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Facial recognition software is learning to identify bear and cow faces - CNET

All around me are familiar faces.

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The best office chairs of 2020 - CNET

If your office chair is causing you pain, it might be time for a new one.

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How to upgrade PS4 games on your PS5 for free - CNET

You can upgrade Assassin's Creed Valhalla, Mortal Kombat 11 and other games to next-gen versions.

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The best smart thermostat of the year - CNET

Considering a thermostat upgrade? Start here.

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Bill Gates: 'Almost all' coronavirus vaccines will work by February - CNET

But there's still a tough winter ahead. "Try not to have your family be the last death in this pandemic," the Microsoft co-founder said.

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Hulu: Every new movie and TV show coming in December 2020 - CNET

Reward yourself for getting through 2020 by solving a mystery with the Hardy Boys- or a Lord of the Rings marathon.

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Amazon Prime Video: Every new movie and TV show coming in December 2020 - CNET

The Expanse is back!

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Incredible fossil shows T. rex and Triceratops locked in battle to the death - CNET

The fossil will be on display at the North Carolina Museum of Natural Sciences.

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Black Friday vacuum deals: Sales on Dyson, Shark, Neato, Hoover and more - CNET

This is the best time of year to buy a new vacuum -- or robot vacuum.

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Disney Plus: Every new movie and TV show coming in December 2020 - CNET

December is a big one for Disney Plus.

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The real Queen's Gambit: Meet the chess master fighting for the women's game - CNET

International Master Irina Berezina hopes the Netflix show inspires a whole new generation of female chess players.

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Apple Black Friday 2020 deals: Up to $69 off latest Apple Watch models now, big price cuts coming soon for AirPods - CNET

Black Friday deals on Apple products are already underway. Here are the best ones we've found so far.

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Watch this Florida man rescue a puppy from an alligator while smoking a cigar - CNET

He didn't even take the cigar out of his mouth.

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Black Friday Walmart sale: $50 Nest Hub and $17 Roku SE available now, Switch, PS5 and Xbox return Wednesday - CNET

Walmart finally reveals all of its upcoming Thanksgiving and Black Friday deals, and the prices are impressive.

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The 9 best movies to watch on Disney Plus for Thanksgiving - CNET

Stuffed with turkey and ready for a wholesome movie? Here are options for everyone.

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The Crown season 4: That ending explained and all your questions answered - CNET

Jumping into Netflix's slice of royal history? Here's everything you need to know about Princess Diana, Margaret Thatcher and more.

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32 of the best TV shows to watch on Hulu - CNET

Searching for a great show to watch tonight? Here are some of the best Hulu has to offer.

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17 best TV shows to binge-watch on Amazon Prime Video - CNET

Searching for a great show to watch tonight? Let's round up Amazon's best gems.

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Best Black Friday 2020 deals: Big price drops on Apple Watch, DJI Mavic Mini, Roku, Fitbit, more - CNET

The Apple Watch Series 6 just hit an all-time-low $330. See that and other deals from Amazon, Best Buy, Walmart and other stores.

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Archaeologists discover skeletons of a man and his slave in Pompeii - CNET

The skeletal remains were found in a villa's underground corridor on the outskirts of Pompeii in Italy. The men may have escaped the first volcanic eruption that destroyed the city but died in the blast the next day.

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You can't go to the Petersen, so we'll bring the supercars to you - Roadshow

The Petersen Museum in LA is closed to the public right now, but that doesn't mean you can't get a digital peek inside.

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Black Friday deal: Nintendo Switch Mario Kart bundle is already hard to find in stock - CNET

It includes a three-month Nintendo Online pass, too.

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The election's over, but baseless voter-fraud claims still roam the web - CNET

We take a look at some of the most widespread bogus claims about supposed fraud in the presidential election.

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Cuzen Matcha whisks up the freshest matcha tea at home - CNET

Perk up your caffeine routine with green tea that's fancy, fresh and fast.

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All four iPhone 12 variants include wireless charging. Here's what to know about it - CNET

The iPhone 12 follows in the iPhone 11's footsteps with wireless charging, plus the addition of the MagSafe charger.

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The best iPad games of 2020 you need to play - CNET

Here are our favorite new and old iPad games that we've played this year.

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Fitbit Sense review: An ambitious smartwatch that's getting better with time - CNET

The Sense tracks your stress, temperature, blood oxygen and sleep. But interpreting all this data can be puzzling.

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Best laptops and desktops to give as holiday gifts in 2020 - CNET

Make someone's work, school or gaming life a little brighter for 2021.

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Galaxy S20 FE: Samsung's Fan Edition is the midrange phone to beat - CNET

With great specs, 5G and a tempting price, the Galaxy S20 FE is the best Samsung buy in 2020.

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iPhone 12 Mini drop test: Ceramic shield seems indestructible - CNET

We went to extreme heights to test out the ceramic shield screen on the iPhone 12 Mini and it didn't disappoint.

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iPhone 12, Pro and Pro Max vs. Samsung's Galaxy Note 20 lineup: Spec-by-spec comparison - CNET

We stack the iPhone 12, 12 Pro and 12 Pro Max against the Note 20 and 20 Ultra spec-by-spec.

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5 features iPhone 12 lacks that would have been pretty great - CNET

There are some big things missing from the awesome iPhone 12, but are they deal breakers?

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See what iPhone 12 Pro's new lidar feature can do with this 3D-scanning app - CNET

House-scanning app Canvas works with lidar on the iPhone 12 Pro, but also scans without it. The difference is accuracy.

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Black Friday Fire tablet deals: Fire HD 10 drops back to $80, all Fire Kids tablets now on sale - CNET

Prime Day discounts have returned to most of the tablets in Amazon's line.

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Best gifts for Dad in 2020 - CNET

A collection of great gifts, from the practical to the extravagant, for a hard guy to please.

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WWE Survivor Series 2020: How to watch, start times, match card and WWE Network - CNET

Raw versus SmackDown, Drew McIntyre vs. Roman Reigns.

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Thanksgiving side dishes: Each state has a favorite, and some might surprise you - CNET

Maine makes the only healthy choice, but Indiana's pick is egg-ceptional.

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Black Friday Ring doorbell sale: Save up to 50% off video doorbells and Ring cameras right now - CNET

Plus: Get free Echo speakers and displays with some bundles.

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Best Buy Black Friday 2020 deals available now: $30 Roku, $160 Powerbeats headphones, $130 Samsung soundbar and more coming soon - CNET

Several items are on sale now, with many more big discounts starting Nov. 22.

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Black Friday Dyson deals: Save $150 to $200 on V7, V8 and V10 models soon - CNET

The high-end vacuum and small appliance manufacturer is seeing some big discounts ahead of this holiday season.

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UFC 255: Figueiredo v Perez -- Start time, how to watch or stream online and full fight card - CNET

UFC 255 is about to start, here's where you can watch.

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The 10 best car insurance companies in the US for 2020 - Roadshow

Auto insurance is essential for safe, legal driving.

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James Bond movies, ranked, from Sean Connery to Daniel Craig - CNET

From View to a Kill all the way up to our No. 1, consider this your 007 binge-watch guide.

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Joe Biden will be handed the keys to the POTUS Twitter account on Inauguration Day - CNET

Whether Trump concedes or not.

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Best laptop for 2020 - CNET

Here are our top-rated picks for all types of users, including creatives and gamers, and even our favorite cheap laptops and budget-friendly options.

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Uber, Lyft paid nearly $100K to firm of NAACP leader who backed their ballot measure - CNET

Labor rights groups say California's Proposition 22, which decided the fate of gig work in the state, will hurt communities of color.

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Black Friday laptop deals: Price cuts on Intel MacBook Air, Gateway, Lenovo ThinkPad and HP Spectre - CNET

You don't need to wait until Black Friday to get a deal on a new laptop.

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James Bond movies: Ranking 007's best, worst and everything in between - CNET

Sean Connery set the standard back in the day. Daniel Craig brought the franchise into the 21st century. Here's how their movies, and those from the other guys, too, all stack up.

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Maserati Project Rekall is the cyberpunk Shamal nobody asked for but we totally want - Roadshow

It might only be a rendering, but we're super glad this exists.

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Black Friday Apple Watch deals bring lowest prices ever: Get $49 off Apple Watch SE and Series 6 now, Series 3 drops to $119 starting Nov. 25 - CNET

It's a good time to be in the market for an Apple Watch.

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Eddie Murphy and Arsenio Hall reunite for Coming 2 America 2 on Amazon - CNET

Sequel to the 1988 comedy is bypassing theaters, and will be released on Prime Video in March.

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The past stunk. Scientists want you to be able to smell it - CNET

As part of a project called Odeuropa, researchers from six countries are bringing historical European smells, including the Battle of Waterloo, to modern noses. "Smells shape our experience of the world."

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New book of unseen JRR Tolkien writings about Middle-earth coming in 2021 - CNET

The Nature of Middle-earth delves into everything from Elvish immortality to the importance of beards.

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The Mandalorian episode 4 reveals ... a guy in a T-shirt and jeans? - CNET

This is the way to goof up a scene in the hot Disney Plus Star Wars show.

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Best portable generators to keep the lights on - CNET

When the power goes out, these generators kick into gear to keep the essentials up and running.

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Best holiday gifts under $100 for 2020 - CNET

Looking for an affordable gift this holiday buying season? Here's a great lineup of gift ideas to help stretch your Benjamin.

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Volkswagen is killing the US-market Passat in 2023, report says - Roadshow

It will use the production capacity at Chattanooga for increased EV production.

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Best Black Friday 2020 deals: $25 Roku 4K, $100 Fitbit Charge 4, $10 Star Wars Monopoly and more - CNET

Don't miss the latest additions from Amazon, Best Buy, Walmart and other stores.

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HP Black Friday 2020 sales: Save huge on HP computers like the HP Envy, Omen, Pavilion and more - CNET

Save between $50 and $200 on work-from-home and gaming laptops.

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Disneyland's troubles explained: Here's when the theme parks can reopen - CNET

As Disney reopens shopping inside California Adventure's Buena Visa Street, here's how California's state rules will affect the reopening of the iconic original Disney theme park.

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James Bond movies: Watch Connery or Craig to get started with 007 - CNET

As first embodied by Sean Connery, Bond set the standard for secret agents on screen, and the action film franchise has stood the test of time.

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Cut your own hair with this $32 haircut kit because we don't leave home anymore - CNET

Everything you need to cut your own hair (or entrust your spouse with the duty), including cordless clippers, six guards and the requisite cape.

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Best Black Friday 2020 Apple sales: $49 off Apple Watch Series 6, $60 off AirPods Pro and many more - CNET

Black Friday deals on Apple products are already underway. Here are the best ones we've found so far.

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Save up to 40% on quirky tabletop games at Exploding Kittens - CNET

Get the Exploding Kittens Party Pack for $18 or On a Scale from One to T-Rex for $12

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SpaceX competitor Rocket Lab makes first Electron booster splashdown - CNET

The company aiming to be SpaceX for smaller satellites is working up to a historic helicopter recovery.

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Best Buy Black Friday 2020 ad: Deep discounts on big-screen TVs, laptops, Samsung phones and more start Nov. 22 - CNET

Looking for Best Buy's Black Friday ad circular? We have a scan of the whole ad, plus the best ads to keep an eye on.

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Half-Life 2's Gnome Chompski makes journey to space aboard Electron rocket - CNET

Valve's Gabe Newell, with an assist from Weta Workshop, sent the garden gnome to space aboard an Electron booster on Thursday.

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SpaceX to set another big milestone with Starlink launch on a busy day - CNET

The company aims for bi-coastal missions in a single day this weekend.

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Best Black Friday Apple deals: $49 off Apple Watch Series 6, $60 off AirPods Pro and many more! - CNET

Black Friday deals on Apple products are already underway. Here are the best ones we've found so far.

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Best Black Friday 2020 deals: Save $30 on Amazon Echo, $170 off Android TV and more! - CNET

Here are the latest deals from Amazon, Best Buy, Walmart and more, plus a peek at what's coming soon.

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The best facial recognition security cameras of 2020 - CNET

Want a security camera that IDs faces? Here are your top options.

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Target Black Friday 2020 sale: Save $50 off Apple Watch Series 6 now, buy 2 video games get 1 free, and more deals start soon! - CNET

Scan all the deals now -- with price matching through Dec. 25.

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Newegg Black Friday 2020 deals: Discounts smart TVs, gaming PCs, laptops and much more - CNET

The Newegg sale continues with price guarantees on everything from laptops to TVs to accessories.

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Best Black Friday smartwatch and Fitbit deals: $50 off Fitbit Ace 2 or Charge 4, $60 off Samsung Galaxy watch and more! - CNET

Discounts on Fitbits and other top smartwatches can save you big this Black Friday.

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Home Depot Black Friday deals start now: Shark vacuum cleaner $150, LG Refridgerator $1798 and much more! - CNET

Save $650 on an LG smart refrigerator, $100 on a Ryobi six-piece cordless tool combo and much more.

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SpaceX will launch a new NASA satellite -- and land with a boom this weekend - CNET

The next Falcon 9 mission will carry a satellite to keep a precise eye on our oceans.

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GM gives a sneak peek of the Hummer EV SUV and the H2 vibes are strong - Roadshow

This big, burly battery-powered brick is coming, but it's not for everyone.

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Best Buy Black Friday 2020 deals available now: $160 Powerbeats headphones, $130 Samsung soundbar and more to come - CNET

A few items are on sale now, but the big discounts start Nov. 22.

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Black Friday 2020 laptop computer deals: Save big on Intel MacBook Air, Gateway, Lenovo ThinkPad and more! - CNET

You don't need to wait until Black Friday to get a deal on a new laptop.

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Best holiday gifts under $250 for 2020 - CNET

Get something great for everyone on your list this year.

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General Motors is investing $27 billion and unveiling 30 new EVs by 2025 - Roadshow

The future is looking increasingly electric with these kinds of development resources.

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Boeing 737 Max gets FAA clearance to resume flights - CNET

Boeing must first improve pilot training and modify a critical flight computer, but one airline says it could resume 737 Max flights by the end of the year.

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Walmart Black Friday 2020 deals on now and more start Nov. 25: Save on Smart TVs, AirPods and more! - CNET

Walmart has finally revealed prices for its Thanksgiving and Black Friday sales, and they're impressive.

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Don't miss Jupiter, Saturn and the moon forming a triangle in the sky Thursday night - CNET

Enjoy another spectacular bit of stargazing in a year that's offering plenty.

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Best blenders of 2020: NutriBullet, Ninja, Oster and more - CNET

From making smoothies to grating cheese, these top-rated blenders keep up with all your culinary demands.

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Time to finally learn bar chords. Get a year of music lessons at Yousician for half off - CNET

Learn guitar, ukulele, bass, piano or vocals with access to a huge library of lessons. Bonus: Three months of free lessons from Fender.

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The 32 best movies to stream on Netflix - CNET

Not sure what to watch tonight? Here are some of the best movies Netflix has to offer.

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2022 Infiniti QX55 is the only Japanese crossover-coupe - Roadshow

The new QX55 is basically a QX50 with a cooler roofline inspired by the first-gen FX.

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Best Black Friday 2020 deals available now: $229 Apple Watch SE, $190 AirPods Pro, $30 pressure cooker and more - CNET

Here are the latest deals from Amazon, Best Buy, Walmart and more, plus a peek at what's coming soon.

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Star collision helps solve 16-year-old mystery of the Blue Ring Nebula - CNET

A collision between two stars thousands of years ago produced two interstellar ice cream cones full of hot gas.

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Valve's Gabe Newell is rocketing a Half-Life 2 icon to space Thursday - CNET

Gnome Chompski will ride shotgun on a Rocket Lab Electron booster -- for a good cause.

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FAA lifts Boeing 737 Max grounding order - CNET

After two crashes killed 346 people, the Boeing 737 Max has been cleared to fly again. Plus: Everything you need to know about the plane's other issues.

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Twitter slows down rollout of new disappearing Fleets - CNET

If you don't have the Snapchat-like feature, it may not arrive for another few days now.

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Where to buy dumbbells and kettlebells right now - CNET

Most retailers are out of stock, but we did some digging to find some options that you can buy today.

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US death toll from coronavirus surpasses quarter million mark - CNET

The US has logged more than 11 million cases of the virus, according to numbers from Johns Hopkins University.

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WarnerMedia will release Wonder Woman 1984 on HBO Max on Christmas Day - CNET

The Wonder Woman sequel will be available to HBO Max subscribers at no extra charge.

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New movie calendar for 2020 and 2021 following coronavirus delays - CNET

From Wonder Woman 1984 to Jurassic World: Dominion, No Time to Die and Top Gun: Maverick, we round up the new dates for rescheduled blockbusters.

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Early Black Friday 2020 kitchen deals: espresso machines, multicookers and blenders galore - CNET

Plus, an army of $10 and $15 kitchen gadgets on sale now at Best Buy.

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Black Friday Fitbit and smartwatch deals: $50 off Fitbit Sense, $70 off Samsung Galaxy Watch Active 2 - CNET

Discounts on Fitbits and other top smartwatches can save you big this Black Friday.

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Adam Savage gives Baby Yoda a makeover - CNET

The former MythBusters host and professional tinkerer modifies the Star Wars toy, adding posable arms and weathering its cloak.

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2021 Triumph Tiger 850 Sport is making adventure more accessible - Roadshow

With a starting price just under $12,000, there's a lot to get excited about for fans of adventure bikes.

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2021 Triumph Tiger 850 Sport is entry-level adventure, triple style - Roadshow

This on-road-focused Tiger could be a new, tall rider's best friend.

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Black Friday 2020 Apple deals: $350 Apple Watch Series 6, $190 AirPods Pro, $850 Intel MacBook Air and more - CNET

Black Friday deals on Apple products are already underway. Here are the best ones we've found so far.

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Black Friday 2020 laptop deals: $850 Intel MacBook Air, $449 Gateway, $790 Surface Laptop 3 - CNET

You don't need to wait until Black Friday to get a deal on a new laptop.

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The 32 best TV shows to watch on Hulu - CNET

Searching for a great show to watch tonight? Here are some of the best Hulu has to offer.

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The Mercedes-AMG GT Black Series dominates the Nürburgring - Roadshow

Here's your new lap time record holder.

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12 of the best TV shows to binge-watch on Disney Plus - CNET

Looking for more great shows like The Mandalorian? Let's round up Disney's best gems.

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PS5 and Xbox Series X/S will be restocked at Walmart on Thursday - CNET

All the next-gen consoles will be making a cameo at Walmart tomorrow. But you'll need a big dose of luck to get one -- here's what you need to know.

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32 best movies to stream on Disney Plus - CNET

Looking for entertainment other than Marvel and Star Wars? Let's round up the best gems on Disney Plus.

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Astounding 3D-printed human heart model cuts and sutures like the real thing - CNET

The full-size, life-like model could give surgeons a chance to practice their life-saving skills.

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Best Black Friday 2020 headphone sales: Samsung, Sony, Beats, Jaybird and more deals available now - CNET

Looking for a deal on a new set of headphones? The discounts are already underway.

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Home Depot Black Friday sale is on: Ryobi drill set for $199, Honeywell smart thermostat for $99 and more - CNET

Save $650 on an LG smart refrigerator, $100 on a Ryobi six-piece cordless tool combo, and much more.

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Black Friday Apple Watch deals bring lowest prices ever: Get $49 off Apple Watch SE and Series 6 now, Series 3 drops to $119 starting Nov. 25 - CNET

It's a good time to be in the market for an Apple Watch.

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Black Friday 2020 TV deals: LG and Sony OLED TVs on sale, $398 Samsung 58-inch available now, $478 Vizio 70-inch coming soon - CNET

It's the best time of the year to save on new TV.

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Newegg Black Friday deals: Discounts smart TVs, gaming PCs, laptops and much more - CNET

The Newegg sale continues with price guarantees on everything from laptops to TVs to accessories.

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NASA spots wild dust devil tracks on Mars that look like claw marks - CNET

Please let this inspire someone to make a sci-fi movie about giant clawed creatures on Mars.

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Best Buy Black Friday deals available now: $530 70-inch Samsung 4K TV, $160 Powerbeats headphones and more to come - CNET

A few items are on sale now, but the big discounts start Nov. 22.

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Trump fires the US's leading authority on election security - CNET

CISA director Chris Krebs had been running a "Rumor Control" website debunking election fraud claims for weeks until the president fired him.

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Lenovo Black Friday sale: Save on ThinkPad laptops and more - CNET

Save on ThinkPads, Yoga convertibles and affordable yet powerful Legion gaming laptops.

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12 best TV shows to binge-watch on Disney Plus - CNET

Searching for more great shows like The Mandalorian? Let's round up Disney's best gems.

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From Apple to Samsung: 5G phones available right now - CNET

Check out the latest class of phones that have super-fast 5G connectivity.

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The 17 best TV shows to binge-watch on Amazon Prime Video - CNET

Looking for a great show to watch tonight? Let's round up Amazon's best gems.

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Target Black Friday 2020 ad scans: Save on Apple Watch, games and more - CNET

Scan all the deals now -- with price matching through Dec. 25.

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Gamer born without a hand gets Metal Gear Solid Venom Snake bionic arm - CNET

Open Bionics teams with Konami to create a 3D-printed official Metal Gear Solid-themed prosthetic arm.

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New watch contains pieces of Stephen Hawking's desk - CNET

Pricey timepieces celebrate the late physicist and best-selling author of A Brief History of Time.

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The Crown season 4: All your questions answered and that ending explained - CNET

Jumping into Netflix's slice of royal history? Here's everything you need to know about Princess Diana, Margaret Thatcher and more.

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Best PC speakers for 2020 - CNET

Looking for a pair of speakers for your computer? Here are our picks for top Windows and Mac PC speakers at various prices.

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5G phones in 2020: iPhone 12, Galaxy Note 20, Pixel 5 and more - CNET

Here are the top 5G phones that connect to the next-gen network.

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The Queen's Gambit: That ending explained and all your questions answered - CNET

Is the Netflix show based on a true story? Let's go through all those key details and more.

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The Queen's Gambit could be a game changer for women's chess - CNET

International Master Irina Berezina hopes the Netflix show inspires a whole new generation of female chess players.

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Tweets making fun of Twitter's new Fleets will not vanish in 24 hours - CNET

Tweets about Fleets are bringing the... heats? (Also, they're amusing.)

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2021 Mercedes-AMG GT Black Series is your new king of the Nürburgring - Roadshow

The production car lap time record fell once again on Tuesday with the Merc's stellar showing at the famed German circuit.

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What's Section 230? Everything you need to know about free speech on social media - CNET

Republicans and Democrats are considering reforms to weaken liability protections for social media companies.

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Google adds more COVID-19 details to its Maps app as cases surge - CNET

The service will include information on all detected cases in an area, local guidelines and testing sites.

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Twitter CEO Jack Dorsey to urge lawmakers to build on key internet law - CNET

Dorsey is scheduled to appear alongside Facebook CEO Mark Zuckerberg in a Senate hearing about the US election.

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The best battery-powered home security cameras to buy this year - CNET

Need a security camera that can go pretty much anywhere? Here are your best bets.

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Huawei is selling off Honor phone business to 'ensure its own survival' - CNET

The sale comes as crippling US sanctions take a heavy toll on the Chinese telecom giant.

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The Crown season 4: What it gets right (and wrong) about Princess Diana - CNET

Note: The Spencer tiara should NOT look like a Burger King crown.

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The Crown season 4: What it gets right (and wrong) about Margaret Thatcher - CNET

The Netflix drama introduces Britain's controversial first woman prime minister, played by Gillian Anderson.

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UFC 255: Figueiredo v Perez -- Start time, how to watch online and full fight card - CNET

It's hardly the most star-studded card, but UFC 255 is still worth a watch.

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2021 Jeep Wrangler Rubicon 392 is a V8 victory - Roadshow

After years of rumors, Jeep will finally produce a V8-powered Wrangler.

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Facebook labels reportedly ineffective at confining Trump's false election claims - CNET

The president claimed without supporting evidence that he was "up big" in the vote count and that his political opponents were "trying to steal the election."

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The Crown season 4 ending explained, and all your questions answered - CNET

Jumping into Netflix's slice of royal history? Here's everything you need to know about Princess Diana, Margaret Thatcher and more.

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The best gifts for readers in 2020: Kindles, iPads, Fire tablets and more - CNET

Save a tree: Read an ebook!

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Black Friday deals on smart home devices: $199 Shark Robot Vacuum available now, $19 Nest Mini coming next week - CNET

Get some great deals right now -- and check out what's coming soon.

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Best gifts for moms in 2020 - CNET

A collection of gifts carefully curated for these strange days.

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Best cash-back credit cards for November 2020 - CNET

Earn more rewards and credit every time you spend.

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Black Friday 2020 TV deals: LG and Sony OLED TVs on sale, $398 Samsung 58-inch available now, $478 Vizio 70-inch coming soon - CNET

It's the best time of the year to save on new TV.

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Best cases for iPhone 12 and iPhone 12 Pro - CNET

Here are some tasty case options for the iPhone 12, iPhone 12 Pro, iPhone 12 Max and iPhone 12 Mini.

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Barack Obama shares a playlist of favorite songs from White House years - CNET

Beyoncé, Bob Dylan, U2 and Eminem all made the former president's list.

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Sleuths uncover hidden trove of Isaac Newton's world-changing Principia - CNET

"We felt like Sherlock Holmes."

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The best video doorbell cameras to buy in 2020 - CNET

Find out which video doorbells are the best.

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Predicting qualification ranking based on practice session performance for Formula 1 Grand Prix

If you’re a Formula 1 (F1) fan, have you ever wondered why F1 teams have very different performances between qualifying and practice sessions? Why do they have multiple practice sessions in the first place? Can practice session results actually tell something about the upcoming qualifying race? In this post, we answer these questions and more. We show you how we can predict qualifying results based on practice session performances by harnessing the power of data and machine learning (ML). These predictions are being integrated into the new “Qualifying Pace” insight for each F1 Grand Prix (GP). This work is part of the continuous collaboration between F1 and the Amazon ML Solutions Lab to generate new F1 Insights powered by AWS.

Each F1 GP consists of several stages. The event starts with three practice sessions (P1, P2, and P3), followed by a qualifying (Q) session, and then the final race. Teams approach practice and qualifying sessions differently because these sessions serve different purposes. The practice sessions are the teams’ opportunities to test out strategies and tire compounds to gather critical data in preparation for the final race. They observe the car’s performance with different strategies and tire compounds, and use this to determine their overall race strategy.

In contrast, qualifying sessions determine the starting position of each driver on race day. Teams focus solely on obtaining the fastest lap time. Because of this shift in tactics, Friday and Saturday practice session results often fail to accurately predict the qualifying order.

In this post, we introduce deterministic and probabilistic methods to model the time difference between the fastest lap time in practice sessions and the qualifying session (∆t = t_q-t_p). The goal is to more accurately predict the upcoming qualifying standings based on the practice sessions.

Error sources of ∆t

The delta of the fastest lap time between practice and qualifying sessions (∆t) comes primarily from variations in fuel level and tire grip.

A higher fuel level adds weight to the car and reduces the speed of the car. For practice sessions, teams vary the fuel level as they please. For the second practice session (P2), it’s common to begin with a low fuel level and run with more fuel in the latter part of the session. During qualifying, teams use minimal fuel levels in order to record the fastest lap time. The impact of fuel on lap time varies from circuit to circuit, depending on how many straights the circuit has and how long these straights are.

Tires also play a significant role in an F1 car’s performance. During each GP event, the tire supplier brings various tire types with varying compounds suitable for different racing conditions. Two of these are for wet circuit conditions: intermediate tires for light standing water and wet tires for heavy standing water. The remaining dry running tires can be categorized into three compound types: hard, medium, and soft. These tire compounds provide different grips to the circuit surface. The more grip the tire provides, the faster the car can run.

Past racing results showed that car performance dropped significantly when wet tires were used. For example, in the 2018 Italy GP, because the P1 session was wet and the qualifying session was dry, the fastest lap time in P1 was more than 10 seconds slower than the qualifying session.

Among the dry running types, the hard tire provides the least grip but is the most durable, whereas the soft tire has the most grip but is the least durable. Tires degrade over the course of a race, which reduces the tire grip and slows down the car. Track temperature and moisture affects the progression of degradation, which in turn changes the tire grip. As in the case with fuel level, tire impact on lap time changes from circuit to circuit.

Data and attempted approaches

Given this understanding of factors that can impact lap time, we can use fuel level and tire grip data to estimate the final qualifying lap time based on known practice session performance. However, as of this writing, data records to directly infer fuel level and tire grip during the race are not available. Therefore, we take an alternative approach with data we can currently obtain.

The data we used in the modeling were records of fastest lap times for each GP since 1950 and partial years of weather data for the corresponding sessions. The lap times data included the fastest lap time for each session (P1, P2, P3, and Q) of each GP with the driver, car and team, and circuit name (publicly available on F1’s website). Track wetness and temperature for each corresponding session was available in the weather data.

We explored two implicit methods with the following model inputs: the team and driver name, and the circuit name. Method one was a rule-based empirical model that attributed observed  to circuits and teams. We estimated the latent parameter values (fuel level and tire grip differences specific to each team and circuit) based on their known lap time sensitivities. These sensitivities were provided by F1 and calculated through simulation runs on each circuit track. Method two was a regression model with driver and circuit indicators. The regression model learned the sensitivity of ∆t for each driver on each circuit without explicitly knowing the fuel level and tire grip exerted. We developed and compared deterministic models using XGBoost and AutoGluon, and probabilistic models using PyMC3.

We built models using race data from 2014 to 2019, and tested against race data from 2020. We excluded data from before 2014 because there were significant car development and regulation changes over the years. We removed races in which either the practice or qualifying session was wet because ∆t for those sessions were considered outliers.

Managed model training with Amazon SageMaker

We trained our regression models on Amazon SageMaker.

Amazon SageMaker is a fully managed service that provides every developer and data scientist with the ability to build, train, and deploy ML models quickly. Specifically for model training, it provides many features to assist with the process.

For our use case, we explored multiple iterations on the choices of model feature sets and hyperparameters. Recording and comparing the model metrics of interest was critical to choosing the most suitable model. The Amazon SageMaker API allowed customized metrics definition prior to launching a model training job, and easy retrieval after the training job was complete. Using the automatic model tuning feature reduced the mean squared error (MSE) metric on the test data by 45% compared to the default hyperparameter choice.

We trained an XGBoost model using the Amazon SageMaker’s built-in implementation. Its built-in implementation allowed us to run model training through a general estimator interface. This approach provided better logging, superior hyperparameter validation, and a larger set of metrics than the original implementation.

Rule-based model

In the rule-based approach, we reason that the differences of lap times ∆t primarily come from systematic variations of tire grip for each circuit and fuel level for each team between practice and qualifying sessions. After accounting for these known variations, we assume residuals are random small numbers with a mean of zero. ∆t can be modeled with the following equation:

∆t_f(c) and ∆t_g(c) are known sensitivities of fuel mass and tire grip, and  is the residual. A hierarchy exists among the factors contained in the equation. We assume grip variations for each circuit (g(c)) are at the top level. Under each circuit, there are variations of fuel level across teams (f(t,c)).

To further simplify the model, we neglect  because we assume it is small. We further assume fuel variation for each team across all circuits is the same (i.e., f(t,c) = f(t)). We can simplify the model to the following:

Because ∆t_f(c) and ∆t_g(c) are known, f(t) and g(c), we can estimate team fuel variations and tire grip variations from the data.

The differences in the sensitivities depend on the characteristics of circuits. From the following track maps, we can observe that the Italian GP circuit has fewer corner turns and the straight sections are longer compared to the Singapore GP circuit. Additional tire grip gives a larger advantage in the Singapore GP circuit.

 

ML regression model

For the ML regression method, we don’t directly model the relation between  and fuel level and grip variations. Instead, we fit the following regression model with just the circuit, team, and driver indicator variables:

I_c, I_t, and I_d represent the indicator variables for circuits, teams, and drivers.

Hierarchical Bayesian model

Another challenge with modeling the race pace was due to noisy measurements in lap times. The magnitude of random effect (ϵ) of ∆t could be non-negligible. Such randomness might come from drivers’ accidental drift from their normal practice at the turns or random variations of drivers’ efforts during practice sessions. With deterministic approaches, such random effect wasn’t appropriately captured. Ideally, we wanted a model that could quantify uncertainty about the predictions. Therefore, we explored Bayesian sampling methods.

With a hierarchical Bayesian model, we account for the hierarchical structure of the error sources. As with the rule-based model, we assume grip variations for each circuit (g(c))) are at the top level. The additional benefit of a hierarchical Bayesian model is that it incorporates individual-level variations when estimating group-level coefficients. It’s a middle ground between two extreme views of data. One extreme is to pool data for every group (circuit and driver) without considering the intrinsic variations among groups. The other extreme is to train a regression model for each circuit or driver. With 21 circuits, this amounts to 21 regression models. With a hierarchical model, we have a single model that considers the variations simultaneously at the group and individual level.

We can mathematically describe the underlying statistical model for the hierarchical Bayesian approach as the following varying intercepts model:

Here, i represents the index of each data observation, j represents the index of each driver, and k represents the index of each circuit. μ_jk represents the varying intercept for each driver under each circuit, and θ_k represents the varying intercept for each circuit. w_p and w_q represent the wetness level of the track during practice and qualifying sessions, and ∆T represents the track temperature difference.

Test models in the 2020 races

After predicting ∆t, we added it into the practice lap times to generate predictions of qualifying lap times. We determined the final ranking based on the predicted qualifying lap times. Finally, we compared predicted lap times and rankings with the actual results.

The following figure compares the predicted rankings and the actual rankings for all three practice sessions for the Austria, Hungary, and Great Britain GPs in 2020 (we exclude P2 for the Hungary GP because the session was wet).

For the Bayesian model, we generated predictions with an uncertainty range based on the posterior samples. This enabled us to predict the ranking of the drivers relatively with the median while accounting for unexpected outcomes in the drivers’ performances.

The following figure shows an example of predicted qualifying lap times (in seconds) with an uncertainty range for selected drivers at the Austria GP. If two drivers’ prediction profiles are very close (such as MAG and GIO), it’s not surprising that either driver might be the faster one in the upcoming qualifying session.

Metrics on model performance

To compare the models, we used mean squared error (MSE) and mean absolute error (MAE) for lap time errors. For ranking errors, we used rank discounted cumulative gain (RDCG). Because only the top 10 drivers gain points during a race, we used RDCG to apply more weight to errors in the higher rankings. For the Bayesian model output, we used median posterior value to generate the metrics.

The following table shows the resulting metrics of each modeling approach for the test P2 and P3 sessions. The best model by each metric for each session is highlighted.

MODEL	MSE		MAE		RDCG
	P2	P3	P2	P3	P2	P3
Practice raw	2.822	1.053	1.544	0.949	0.92	0.95
Rule-based	0.349	0.186	0.462	0.346	0.88	0.95
XGBoost	0.358	0.141	0.472	0.297	0.91	0.95
AutoGluon	0.567	0.351	0.591	0.459	0.90	0.96
Hierarchical Bayesian	0.431	0.186	0.521	0.332	0.87	0.92

All models reduced the qualifying lap time prediction errors significantly compared to directly using the practice session results. Using practice lap times directly without considering pace correction, the MSE on the predicted qualifying lap time was up to 2.8 seconds. With machine learning methods which automatically learned pace variation patterns for teams and drivers on different circuits, we brought the MSE down to smaller than half a second. The resulting prediction was a more accurate representation of the pace in the qualifying session. In addition, the models improved the prediction of rankings by a small margin. However, there was no one single approach that outperformed all others. This observation highlighted the effect of random errors on the underlying data.

Summary

In this post, we described a new Insight developed by the Amazon ML Solutions Lab in collaboration with Formula 1 (F1).

This work is part of the six new F1 Insights powered by AWS that are being released in 2020, as F1 continues to use AWS for advanced data processing and ML modeling. Fans can expect to see this new Insight unveiled at the 2020 Turkish GP to provide predictions for the upcoming qualifying races at practice sessions.

If you’d like help accelerating the use of ML in your products and services, please contact the Amazon ML Solutions Lab .

 

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About the Author

Guang Yang is a data scientist at the Amazon ML Solutions Lab where he works with customers across various verticals and applies creative problem solving to generate value for customers with state-of-the-art ML/AI solutions.

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