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NYT Pips hints, answers for May 28, 2026 Welcome to your guide to Pips, the latest game in the New York Times catalogue.Released in August 2025, Pips puts a unique spin on dominoes, creating a fun single-player experience that could become your next daily gaming habit.Currently, if you’re stuck, the game only offers to reveal the entire puzzle, forcing you to move on to the next difficulty level and start over. However, we have you covered! Below are piecemeal answers that will serve as hints so that you can find your way through each difficulty level.How to play PipsIf you’ve ever played dominoes, you’ll have a passing familiarity with how Pips is played. As we’ve shared in our previous hints stories for Pips, the tiles, like dominoes, are placed vertically or horizontally and connect with each other. The main difference between a traditional game of dominoes and Pips is the color-coded conditions you have to address. The touching tiles don’t necessarily have to match. SEE ALSO: Wordle today: Answer, hints for May 28, 2026 The conditions you have to meet are specific to the color-coded spaces. For example, if it provides a single number, every side of a tile in that space must add up to the number provided. It is possible — and common — for only half a tile to be within a color-coded space.Here are common examples you’ll run into across the difficulty levels:Number: All the pips in this space must add up to the number.Equal: Every domino half in this space must be the same number of pips.Not Equal: Every domino half in this space must have a completely different number of pips.Less than: Every domino half in this space must add up to less than the number.Greater than: Every domino half in this space must add up to more than the number.If an area does not have any color coding, it means there are no conditions on the portions of dominoes within those spaces. SEE ALSO: NYT Strands hints, answers for May 28, 2026 Easy difficulty hints, answers for May 28 PipsGreater Than (4): Everything in this space must be greater than 4. The answer is 3-3, placed horizontally.Greater Than (3): Everything in this space must be greater than 3. The answer is 4-0, placed horizontally.Greater Than (2): Everything in this space must be greater than 2. The answer is 3-1, placed vertically.Equal (1): Everything in this space must be equal to 1. The answer is 3-1, placed vertically; 2-1, placed vertically.Equal (2): Everything in this space must be equal to 2. The answer is 2-2, placed horizontally.Greater Than (6): Everything in this space must be greater than 6. The answer is 4-4, placed horizontally. Mashable Top Stories Medium difficulty hints, answers for May 28 PipsNot Equal: Everything in this space must be different. The answer is 4-3, placed vertically; 5-5, placed vertically.Number (5): Everything in this space must add up to 5. The answer is 5-5, placed vertically.Number (4): Everything in this space must add up to 4. The answer is 4-4, placed horizontally.Equal (2): Everything in this space must be equal to 2. The answer is 5-2, placed horizontally; 2-2, placed horizontally.Not Equal: Everything in this red space must be different. The answer is 5-6, placed vertically; 4-4, placed horizontally; 3-3, placed horizontally; 2-2, placed horizontally.Hard difficulty hints, answers for May 28 PipsNumber (6): Everything in this space must add up to 6. The answer is 3-6, placed horizontally.Equal (3): Everything in this space must be equal to 3. The answer is 3-6, placed horizontally; 3-3, placed vertically; 3-2, placed horizontally.Greater Than (1): Everything in this space must be greater than 1. The answer is 3-2, placed horizontally.Number (6): Everything in this space must add up to 6. The answer is 6-5, placed vertically.Number (6): Everything in this space must add up to 6. The answer is 6-5, placed vertically; 1-0, placed vertically.Equal (0): Everything in this space must be equal to 0. The answer is 1-0, placed vertically; 0-0, placed horizontally.Not Equal: Everything in this space must be different. The answer is 1-4, placed vertically; 3-0, placed vertically; 2-6, placed vertically.Less Than (3): Everything in this space must be less than 3. The answer is 0-6, placed vertically.Greater Than (3): Everything in this space must be greater than 3. The answer is 4-6, placed vertically.Equal (6): Everything in this space must be equal to 6. The answer is 0-6, placed vertically; 4-6, placed vertically; 6-6, placed vertically; 6-1, placed vertically.Equal (1): Everything in this space must be equal to 1. The answer is 1-3, placed vertically; 6-1, placed vertically; 1-1, placed vertically.Number (3): Everything in this space must add up to 3. The answer is 1-3, placed verticallyIf you’re looking for more puzzles, Mashable’s got games now! Check out our games hub for Mahjong, Sudoku, free crossword, and more. #NYT #Pips #hints #answers

NYT Pips hints, answers for May 28, 2026

Welcome to your guide to Pips, the latest game in the New York Times catalogue.

Released in August 2025, Pips puts a unique spin on dominoes, creating a fun single-player experience that could become your next daily gaming habit.

Currently, if you’re stuck, the game only offers to reveal the entire puzzle, forcing you to move on to the next difficulty level and start over. However, we have you covered! Below are piecemeal answers that will serve as hints so that you can find your way through each difficulty level.

How to play Pips

If you’ve ever played dominoes, you’ll have a passing familiarity with how Pips is played. As we’ve shared in our previous hints stories for Pips, the tiles, like dominoes, are placed vertically or horizontally and connect with each other. The main difference between a traditional game of dominoes and Pips is the color-coded conditions you have to address. The touching tiles don’t necessarily have to match.

SEE ALSO: Wordle today: Answer, hints for May 28, 2026

The conditions you have to meet are specific to the color-coded spaces. For example, if it provides a single number, every side of a tile in that space must add up to the number provided. It is possible — and common — for only half a tile to be within a color-coded space.

Here are common examples you’ll run into across the difficulty levels:

  • Number: All the pips in this space must add up to the number.

  • Equal: Every domino half in this space must be the same number of pips.

  • Not Equal: Every domino half in this space must have a completely different number of pips.

  • Less than: Every domino half in this space must add up to less than the number.

  • Greater than: Every domino half in this space must add up to more than the number.

If an area does not have any color coding, it means there are no conditions on the portions of dominoes within those spaces.

SEE ALSO: NYT Strands hints, answers for May 28, 2026

Easy difficulty hints, answers for May 28 Pips

Greater Than (4): Everything in this space must be greater than 4. The answer is 3-3, placed horizontally.

Greater Than (3): Everything in this space must be greater than 3. The answer is 4-0, placed horizontally.

Greater Than (2): Everything in this space must be greater than 2. The answer is 3-1, placed vertically.

Equal (1): Everything in this space must be equal to 1. The answer is 3-1, placed vertically; 2-1, placed vertically.

Equal (2): Everything in this space must be equal to 2. The answer is 2-2, placed horizontally.

Greater Than (6): Everything in this space must be greater than 6. The answer is 4-4, placed horizontally.

Medium difficulty hints, answers for May 28 Pips

Not Equal: Everything in this space must be different. The answer is 4-3, placed vertically; 5-5, placed vertically.

Number (5): Everything in this space must add up to 5. The answer is 5-5, placed vertically.

Number (4): Everything in this space must add up to 4. The answer is 4-4, placed horizontally.

Equal (2): Everything in this space must be equal to 2. The answer is 5-2, placed horizontally; 2-2, placed horizontally.

Not Equal: Everything in this red space must be different. The answer is 5-6, placed vertically; 4-4, placed horizontally; 3-3, placed horizontally; 2-2, placed horizontally.

Hard difficulty hints, answers for May 28 Pips

Number (6): Everything in this space must add up to 6. The answer is 3-6, placed horizontally.

Equal (3): Everything in this space must be equal to 3. The answer is 3-6, placed horizontally; 3-3, placed vertically; 3-2, placed horizontally.

Greater Than (1): Everything in this space must be greater than 1. The answer is 3-2, placed horizontally.

Number (6): Everything in this space must add up to 6. The answer is 6-5, placed vertically.

Number (6): Everything in this space must add up to 6. The answer is 6-5, placed vertically; 1-0, placed vertically.

Equal (0): Everything in this space must be equal to 0. The answer is 1-0, placed vertically; 0-0, placed horizontally.

Not Equal: Everything in this space must be different. The answer is 1-4, placed vertically; 3-0, placed vertically; 2-6, placed vertically.

Less Than (3): Everything in this space must be less than 3. The answer is 0-6, placed vertically.

Greater Than (3): Everything in this space must be greater than 3. The answer is 4-6, placed vertically.

Equal (6): Everything in this space must be equal to 6. The answer is 0-6, placed vertically; 4-6, placed vertically; 6-6, placed vertically; 6-1, placed vertically.

Equal (1): Everything in this space must be equal to 1. The answer is 1-3, placed vertically; 6-1, placed vertically; 1-1, placed vertically.

Number (3): Everything in this space must add up to 3. The answer is 1-3, placed vertically

If you’re looking for more puzzles, Mashable’s got games now! Check out our games hub for Mahjong, Sudoku, free crossword, and more.

#NYT #Pips #hints #answers

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Welcome to your guide to Pips, the latest game in the New York Times catalogue.

Released in August 2025, Pips puts a unique spin on dominoes, creating a fun single-player experience that could become your next daily gaming habit.

Currently, if you’re stuck, the game only offers to reveal the entire puzzle, forcing you to move on to the next difficulty level and start over. However, we have you covered! Below are piecemeal answers that will serve as hints so that you can find your way through each difficulty level.

How to play Pips

If you’ve ever played dominoes, you’ll have a passing familiarity with how Pips is played. As we’ve shared in our previous hints stories for Pips, the tiles, like dominoes, are placed vertically or horizontally and connect with each other. The main difference between a traditional game of dominoes and Pips is the color-coded conditions you have to address. The touching tiles don’t necessarily have to match.

SEE ALSO:

Wordle today: Answer, hints for May 28, 2026

The conditions you have to meet are specific to the color-coded spaces. For example, if it provides a single number, every side of a tile in that space must add up to the number provided. It is possible — and common — for only half a tile to be within a color-coded space.

Here are common examples you’ll run into across the difficulty levels:

  • Number: All the pips in this space must add up to the number.

  • Equal: Every domino half in this space must be the same number of pips.

  • Not Equal: Every domino half in this space must have a completely different number of pips.

  • Less than: Every domino half in this space must add up to less than the number.

  • Greater than: Every domino half in this space must add up to more than the number.

If an area does not have any color coding, it means there are no conditions on the portions of dominoes within those spaces.

SEE ALSO:

NYT Strands hints, answers for May 28, 2026

Easy difficulty hints, answers for May 28 Pips

Greater Than (4): Everything in this space must be greater than 4. The answer is 3-3, placed horizontally.

Greater Than (3): Everything in this space must be greater than 3. The answer is 4-0, placed horizontally.

Greater Than (2): Everything in this space must be greater than 2. The answer is 3-1, placed vertically.

Equal (1): Everything in this space must be equal to 1. The answer is 3-1, placed vertically; 2-1, placed vertically.

Equal (2): Everything in this space must be equal to 2. The answer is 2-2, placed horizontally.

Greater Than (6): Everything in this space must be greater than 6. The answer is 4-4, placed horizontally.

Medium difficulty hints, answers for May 28 Pips

Not Equal: Everything in this space must be different. The answer is 4-3, placed vertically; 5-5, placed vertically.

Number (5): Everything in this space must add up to 5. The answer is 5-5, placed vertically.

Number (4): Everything in this space must add up to 4. The answer is 4-4, placed horizontally.

Equal (2): Everything in this space must be equal to 2. The answer is 5-2, placed horizontally; 2-2, placed horizontally.

Not Equal: Everything in this red space must be different. The answer is 5-6, placed vertically; 4-4, placed horizontally; 3-3, placed horizontally; 2-2, placed horizontally.

Hard difficulty hints, answers for May 28 Pips

Number (6): Everything in this space must add up to 6. The answer is 3-6, placed horizontally.

Equal (3): Everything in this space must be equal to 3. The answer is 3-6, placed horizontally; 3-3, placed vertically; 3-2, placed horizontally.

Greater Than (1): Everything in this space must be greater than 1. The answer is 3-2, placed horizontally.

Number (6): Everything in this space must add up to 6. The answer is 6-5, placed vertically.

Number (6): Everything in this space must add up to 6. The answer is 6-5, placed vertically; 1-0, placed vertically.

Equal (0): Everything in this space must be equal to 0. The answer is 1-0, placed vertically; 0-0, placed horizontally.

Not Equal: Everything in this space must be different. The answer is 1-4, placed vertically; 3-0, placed vertically; 2-6, placed vertically.

Less Than (3): Everything in this space must be less than 3. The answer is 0-6, placed vertically.

Greater Than (3): Everything in this space must be greater than 3. The answer is 4-6, placed vertically.

Equal (6): Everything in this space must be equal to 6. The answer is 0-6, placed vertically; 4-6, placed vertically; 6-6, placed vertically; 6-1, placed vertically.

Equal (1): Everything in this space must be equal to 1. The answer is 1-3, placed vertically; 6-1, placed vertically; 1-1, placed vertically.

Number (3): Everything in this space must add up to 3. The answer is 1-3, placed vertically

If you’re looking for more puzzles, Mashable’s got games now! Check out our games hub for Mahjong, Sudoku, free crossword, and more.

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#NYT #Pips #hints #answers

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Photograph: Henri Robbins

The 60HE v2’s simple internal design makes repairs easy, allowing the keyboard to be disassembled in seconds. Despite this ease of access, Wooting’s solid construction ensures everything stays securely in place. Inside, you will find a plate, switches, a silicone layer, a PCB with rubber feet on the underside, your choice of sound dampening layer, and the case.

Switch compatibility is often a weak point for analog keyboards, but the 60HE v2 easily outpaces competitors from Keychron, Razer, and ROG, which typically only support two or three options. By adopting the widely used KS-20 design, the 60HE v2 works with switches from Gateron, Geon, and several other manufacturers, giving users a constantly growing range of options.

My only real complaint is the adherence to the standard GH60 form factor, which places the USB-C port directly on the left side of the PCB. While I would prefer a centered port on a separate daughterboard for convenience and repairability, I understand the choice. The benefits of standardization for both consumers and manufacturers ultimately outweigh this minor design gripe.

I’m impressed by how well this keyboard performs across every metric. The build quality is robust, the switches are smooth and consistent, and nearly every aspect can be tailored to the individual player. Aside from the lack of wireless connectivity, it leaves nothing to be desired.

The 60HE v2 is easily one of the best gaming keyboards available today. While it is currently backordered, if you are willing to be patient, it is absolutely worth the $240 price tag.

#Wooting #Created #Peak #Keyboard #Perfection #60HEshopping,gaming,keyboards,accessories and peripherals">Wooting Created Peak Keyboard Perfection With the 60HE v2The most controversial feature is Simultaneous Opposing Cardinal Direction (SOCD) customization. This allows one key to override another rather than registering both simultaneously, which is ideal for strafing in tactical shooters like Counter-Strike 2 and Valorant. The difference in reaction speed is immediately noticeable, making quick peeks far more consistent. However, because of the distinct advantage it provides, the feature has been banned in some competitive games because it reduces the delay between directional movement to near-zero levels without requiring any additional skills.Testing these features across a variety of shooters and racing games, I was consistently impressed by the level of fine-tuning Wootility offers—something not possible on a traditional mechanical keyboard.The gaming experience of this keyboard is simply impressive. The switches are incredibly smooth and consistent, offering granular control with near-instantaneous, low-latency inputs. While older Hall Effect keyboards from competitors like Keychron and Asus often lacked the tactile feel of traditional mechanical designs, Wooting’s Lekker switches easily bridge the gap.The RGB lighting also looks great and is deeply customizable. Like most LEDs, it tends to lean slightly blue, but this is easily corrected in the software (I set mine to 203/192/180 for a true white). It is a minor quirk in an otherwise impressive lighting setup.Peak RepairabilityPhotograph: Henri RobbinsThe 60HE v2’s simple internal design makes repairs easy, allowing the keyboard to be disassembled in seconds. Despite this ease of access, Wooting’s solid construction ensures everything stays securely in place. Inside, you will find a plate, switches, a silicone layer, a PCB with rubber feet on the underside, your choice of sound dampening layer, and the case.Switch compatibility is often a weak point for analog keyboards, but the 60HE v2 easily outpaces competitors from Keychron, Razer, and ROG, which typically only support two or three options. By adopting the widely used KS-20 design, the 60HE v2 works with switches from Gateron, Geon, and several other manufacturers, giving users a constantly growing range of options.My only real complaint is the adherence to the standard GH60 form factor, which places the USB-C port directly on the left side of the PCB. While I would prefer a centered port on a separate daughterboard for convenience and repairability, I understand the choice. The benefits of standardization for both consumers and manufacturers ultimately outweigh this minor design gripe.I’m impressed by how well this keyboard performs across every metric. The build quality is robust, the switches are smooth and consistent, and nearly every aspect can be tailored to the individual player. Aside from the lack of wireless connectivity, it leaves nothing to be desired.The 60HE v2 is easily one of the best gaming keyboards available today. While it is currently backordered, if you are willing to be patient, it is absolutely worth the 0 price tag.#Wooting #Created #Peak #Keyboard #Perfection #60HEshopping,gaming,keyboards,accessories and peripherals

TL;DR: Microsoft Windows 11 Pro is down to just $12.97, giving users an easy OS upgrade with advanced security, productivity tools, gaming features, and Copilot AI.

Some upgrades just feel right. This is one of them.

If your PC has been running a little sluggish or you’ve been meaning to bring your system up to speed, Windows 11 Pro is just $12.97 (reg. $199) — a rare, time-sensitive offer that rewards quick, savvy decisions.

Mashable Deals

By signing up, you agree to receive recurring automated SMS marketing messages from Mashable Deals at the number provided. Msg and data rates may apply. Up to 2 messages/day. Reply STOP to opt out, HELP for help. Consent is not a condition of purchase. See our Privacy Policy and Terms of Use.

This isn’t about chasing trends; it’s more about giving your computer the modern foundation it deserves. Windows 11 Pro brings a sleeker UI, better multitasking, and enhanced security — all in a one-time lifetime license.

Think of it as the difference between driving a reliable car and suddenly upgrading to one with a smarter dashboard, smoother handling, and built-in security features.

For professionals, creators, and power users, this upgrade also unlocks features like Hyper-V, Windows Sandbox, BitLocker encryption, and seamless Azure AD integration — tools that make a real difference when you’re working across projects or managing sensitive data.

And yes, Windows 11 comes with Copilot, Microsoft’s AI-powered assistant that can summarize pages, change settings, or even help you generate code on the fly. It’s like having a co-pilot (literally) inside your OS.

But you don’t need convincing — you already know a smart upgrade when you see one. Get Windows 11 Pro for just $12.97 (reg. $199).

StackSocial prices subject to change.

#Dont #pay #Windows #Pro">Don’t pay 9 for Windows 11 Pro when it’s currently just TL;DR: Microsoft Windows 11 Pro is down to just .97, giving users an easy OS upgrade with advanced security, productivity tools, gaming features, and Copilot AI. Some upgrades just feel right. This is one of them.If your PC has been running a little sluggish or you’ve been meaning to bring your system up to speed, Windows 11 Pro is just .97 (reg. 9) — a rare, time-sensitive offer that rewards quick, savvy decisions. Mashable Deals By signing up, you agree to receive recurring automated SMS marketing messages from Mashable Deals at the number provided. Msg and data rates may apply. Up to 2 messages/day. Reply STOP to opt out, HELP for help. Consent is not a condition of purchase. See our Privacy Policy and Terms of Use. This isn’t about chasing trends; it’s more about giving your computer the modern foundation it deserves. Windows 11 Pro brings a sleeker UI, better multitasking, and enhanced security — all in a one-time lifetime license.Think of it as the difference between driving a reliable car and suddenly upgrading to one with a smarter dashboard, smoother handling, and built-in security features.For professionals, creators, and power users, this upgrade also unlocks features like Hyper-V, Windows Sandbox, BitLocker encryption, and seamless Azure AD integration — tools that make a real difference when you’re working across projects or managing sensitive data.And yes, Windows 11 comes with Copilot, Microsoft’s AI-powered assistant that can summarize pages, change settings, or even help you generate code on the fly. It’s like having a co-pilot (literally) inside your OS. Mashable Deals By signing up, you agree to receive recurring automated SMS marketing messages from Mashable Deals at the number provided. Msg and data rates may apply. Up to 2 messages/day. Reply STOP to opt out, HELP for help. Consent is not a condition of purchase. See our Privacy Policy and Terms of Use. But you don’t need convincing — you already know a smart upgrade when you see one. Get Windows 11 Pro for just .97 (reg. 9).StackSocial prices subject to change. #Dont #pay #Windows #Pro

Windows 11 Pro is down to just $12.97, giving users an easy OS upgrade with advanced security, productivity tools, gaming features, and Copilot AI.

Some upgrades just feel right. This is one of them.

If your PC has been running a little sluggish or you’ve been meaning to bring your system up to speed, Windows 11 Pro is just $12.97 (reg. $199) — a rare, time-sensitive offer that rewards quick, savvy decisions.

Mashable Deals

By signing up, you agree to receive recurring automated SMS marketing messages from Mashable Deals at the number provided. Msg and data rates may apply. Up to 2 messages/day. Reply STOP to opt out, HELP for help. Consent is not a condition of purchase. See our Privacy Policy and Terms of Use.

This isn’t about chasing trends; it’s more about giving your computer the modern foundation it deserves. Windows 11 Pro brings a sleeker UI, better multitasking, and enhanced security — all in a one-time lifetime license.

Think of it as the difference between driving a reliable car and suddenly upgrading to one with a smarter dashboard, smoother handling, and built-in security features.

For professionals, creators, and power users, this upgrade also unlocks features like Hyper-V, Windows Sandbox, BitLocker encryption, and seamless Azure AD integration — tools that make a real difference when you’re working across projects or managing sensitive data.

And yes, Windows 11 comes with Copilot, Microsoft’s AI-powered assistant that can summarize pages, change settings, or even help you generate code on the fly. It’s like having a co-pilot (literally) inside your OS.

But you don’t need convincing — you already know a smart upgrade when you see one. Get Windows 11 Pro for just $12.97 (reg. $199).

StackSocial prices subject to change.

#Dont #pay #Windows #Pro">Don’t pay $199 for Windows 11 Pro when it’s currently just $13

TL;DR: Microsoft Windows 11 Pro is down to just $12.97, giving users an easy OS upgrade with advanced security, productivity tools, gaming features, and Copilot AI.

Some upgrades just feel right. This is one of them.

If your PC has been running a little sluggish or you’ve been meaning to bring your system up to speed, Windows 11 Pro is just $12.97 (reg. $199) — a rare, time-sensitive offer that rewards quick, savvy decisions.

Mashable Deals

By signing up, you agree to receive recurring automated SMS marketing messages from Mashable Deals at the number provided. Msg and data rates may apply. Up to 2 messages/day. Reply STOP to opt out, HELP for help. Consent is not a condition of purchase. See our Privacy Policy and Terms of Use.

This isn’t about chasing trends; it’s more about giving your computer the modern foundation it deserves. Windows 11 Pro brings a sleeker UI, better multitasking, and enhanced security — all in a one-time lifetime license.

Think of it as the difference between driving a reliable car and suddenly upgrading to one with a smarter dashboard, smoother handling, and built-in security features.

For professionals, creators, and power users, this upgrade also unlocks features like Hyper-V, Windows Sandbox, BitLocker encryption, and seamless Azure AD integration — tools that make a real difference when you’re working across projects or managing sensitive data.

And yes, Windows 11 comes with Copilot, Microsoft’s AI-powered assistant that can summarize pages, change settings, or even help you generate code on the fly. It’s like having a co-pilot (literally) inside your OS.

But you don’t need convincing — you already know a smart upgrade when you see one. Get Windows 11 Pro for just $12.97 (reg. $199).

StackSocial prices subject to change.

#Dont #pay #Windows #Pro

According to Reisner, the sets have been downloaded thousands of times and, while it’s impossible to know exactly who has used them, Google and Stability have both confirmed they have in research papers. Some of the sources, like the Free Music Archive dataset, are free to stream for personal use but require licensing for commercial applications.

While the datasets are freely available on the internet in theory, using them as training data is not as simple as downloading a ZIP file and feeding it to an AI model. As Reisner explains:

Three of the datasets I found are distributed as a list of links to songs on YouTube or Spotify. AI developers download the actual audio using tools that automate the job, some of which allow developers to bypass logins, advertisements, and mechanisms that might earn money or subscribers for creators. Such tools violate the terms of service of these platforms.

#Atlantic #created #searchable #database #music #trainAI,Entertainment,Music,News">The Atlantic created a searchable database of the music used to train AIAtlantic reporter Alex Reisner recently uncovered four datasets of music being used to train AI models and made them fully searchable for the public. Two of the sets are absolutely enormous at 12 million and 9 million tracks. The other two are much smaller, but still represent a significant amount of training data at over 100,000 songs each.According to Reisner, the sets have been downloaded thousands of times and, while it’s impossible to know exactly who has used them, Google and Stability have both confirmed they have in research papers. Some of the sources, like the Free Music Archive dataset, are free to stream for personal use but require licensing for commercial applications.While the datasets are freely available on the internet in theory, using them as training data is not as simple as downloading a ZIP file and feeding it to an AI model. As Reisner explains:Three of the datasets I found are distributed as a list of links to songs on YouTube or Spotify. AI developers download the actual audio using tools that automate the job, some of which allow developers to bypass logins, advertisements, and mechanisms that might earn money or subscribers for creators. Such tools violate the terms of service of these platforms.#Atlantic #created #searchable #database #music #trainAI,Entertainment,Music,News

four datasets of music being used to train AI models and made them fully searchable for the public. Two of the sets are absolutely enormous at 12 million and 9 million tracks. The other two are much smaller, but still represent a significant amount of training data at over 100,000 songs each.

According to Reisner, the sets have been downloaded thousands of times and, while it’s impossible to know exactly who has used them, Google and Stability have both confirmed they have in research papers. Some of the sources, like the Free Music Archive dataset, are free to stream for personal use but require licensing for commercial applications.

While the datasets are freely available on the internet in theory, using them as training data is not as simple as downloading a ZIP file and feeding it to an AI model. As Reisner explains:

Three of the datasets I found are distributed as a list of links to songs on YouTube or Spotify. AI developers download the actual audio using tools that automate the job, some of which allow developers to bypass logins, advertisements, and mechanisms that might earn money or subscribers for creators. Such tools violate the terms of service of these platforms.

#Atlantic #created #searchable #database #music #trainAI,Entertainment,Music,News">The Atlantic created a searchable database of the music used to train AI

Atlantic reporter Alex Reisner recently uncovered four datasets of music being used to train AI models and made them fully searchable for the public. Two of the sets are absolutely enormous at 12 million and 9 million tracks. The other two are much smaller, but still represent a significant amount of training data at over 100,000 songs each.

According to Reisner, the sets have been downloaded thousands of times and, while it’s impossible to know exactly who has used them, Google and Stability have both confirmed they have in research papers. Some of the sources, like the Free Music Archive dataset, are free to stream for personal use but require licensing for commercial applications.

While the datasets are freely available on the internet in theory, using them as training data is not as simple as downloading a ZIP file and feeding it to an AI model. As Reisner explains:

Three of the datasets I found are distributed as a list of links to songs on YouTube or Spotify. AI developers download the actual audio using tools that automate the job, some of which allow developers to bypass logins, advertisements, and mechanisms that might earn money or subscribers for creators. Such tools violate the terms of service of these platforms.

#Atlantic #created #searchable #database #music #trainAI,Entertainment,Music,News

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