• About TC
  • Affiliate Disclaimer
  • Privacy Policy
  • TOS
  • Contact
Tuesday, July 29, 2025
Techcratic
No Result
View All Result
  • AI
    Artificial Intelligence

    Amazon Nova Act SDK (preview): Path to production for browser automation agents

    Artificial Intelligence

    Benefits of Using LiteLLM for Your LLM Apps

    Artificial Intelligence

    5 Fun Generative AI Projects for Absolute Beginners

    Artificial Intelligence

    Vibe Coding Something Useful with Repl.it

    Artificial Intelligence

    Use generative AI in Amazon Bedrock for enhanced recommendation generation in equipment…

    Artificial Intelligence

    The Lifecycle of Feature Engineering: From Raw Data to Model-Ready Inputs

    Artificial Intelligence

    Building End-to-End Data Pipelines: From Data Ingestion to Analysis

    Artificial Intelligence

    How Rapid7 automates vulnerability risk scores with ML pipelines using Amazon SageMaker AI

    Artificial Intelligence

    Build a conversational data assistant, Part 2 – Embedding generative business intelligence with Amazon Q in QuickSight

  • Apple
    Apple slips in the 2025 Fortune Global 500 list

    Apple slips in the 2025 Fortune Global 500 list

    Apple TV app launches ‘Summer Deal of the Day’ with daily discounts

    Apple TV app launches ‘Summer Deal of the Day’ with daily discounts

    Apple TV 4K gets the screen saver feature I’ve always wanted in tvOS 26

    tvOS 26 adds the Apple TV screen saver feature I’ve always wanted

    New Apple video shows how iPhone was used to shoot 28 Years Later

    New Apple video shows how iPhone was used to shoot 28 Years Later

    iOS 26 will counter one of the most invasive web tracking methods

    iOS 26 will counter one of the most invasive web tracking methods

    Tiny replica Mac under threat from Apple’s lawyers

    Tiny replica Mac under threat from Apple’s lawyers

    Apple is looking to squash the world’s smallest Mac

    Apple is looking to squash the world’s smallest Mac

    New iPhone 17 Pro video shows full color lineup with dummy models

    New iPhone 17 Pro video shows full color lineup with dummy models

    Elgato Facecam 4K brings DSLR features to Mac webcams

    Elgato Facecam 4K brings DSLR features to Mac webcams

  • ComputerWorld
    Microsoft is turning Edge into an AI browser

    Microsoft is turning Edge into an AI browser

    Driverless cars are becoming jerks — and they’re safer because of it

    Driverless cars are becoming jerks — and they’re safer because of it

    Zhipu launches GLM-4.5 model as China ramps up open-source AI race

    Zhipu launches GLM-4.5 model as China ramps up open-source AI race

    Alibaba unveils AI-powered smart glasses

    Alibaba unveils AI-powered smart glasses

    Why firewalls and VPN are bad for security

    Why firewalls and VPN are bad for security

    Leena AI unveils conversational AI ‘colleagues’ for the enterprise

    Leena AI unveils conversational AI ‘colleagues’ for the enterprise

    IT buyers are investing in AI PCs — with no clue how to use them

    IT buyers are investing in AI PCs — with no clue how to use them

    Apple wants to build a circular manufacturing economy

    Apple wants to build a circular manufacturing economy

    Trump gets aggressive with new US AI action plan

    Trump gets aggressive with new US AI action plan

  • Gaming
    New PS5 + Steam Deck OLED – What I think

    New PS5 + Steam Deck OLED – What I think

    Internet Starlink satellites aren’t just messing up visible light images of the universe, they’re unintentionally interfering with radio astronomy as well

    Internet Starlink satellites aren’t just messing up visible light images of the universe, they’re unintentionally interfering with radio astronomy as well

    ED-209 – ROBOCOP: ROGUE CITY (PS5)

    ED-209 – ROBOCOP: ROGUE CITY (PS5)

    ‘This step is necessary to prove I’m not a bot’ says agentic AI as it reportedly clicks the ‘I am not a robot’ button

    Thymesia | Boss Fight | God of the Fools

    Thymesia | Boss Fight | God of the Fools

    MoistCr1tikal on Callisto Protocol Reviews

    MoistCr1tikal on Callisto Protocol Reviews

    For the next 2 weeks Destiny 2 is completely free to play, even the stuff you normally have to pay for

    Judge sends hangdog lawyer to AI school after he’s caught using ChatGPT to cite imaginary caselaw: ‘Any lawyer unaware that using generative AI platforms to do legal research is playing with fire is living in a cloud’

    Starship Troopers Extermination review

    Starship Troopers Extermination review

    How to build a workbench in Grounded 2

    How to build a workbench in Grounded 2

  • Retro Rewind
    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 57 April 1994

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

  • Tech Art
    Wolf head sculpting

    Wolf head sculpting

    COMO DIBUJAR UN HUEVO DE CHOCOLATE en PIXEL ART – PIXELADOS

    COMO DIBUJAR UN HUEVO DE CHOCOLATE en PIXEL ART – PIXELADOS

    Jay Zee’s approach to generative art

    Jay Zee’s approach to generative art

    Easy Flower Painting Ideas ll Painting Ideas ll Brush Painting #creativeart

    Easy Flower Painting Ideas ll Painting Ideas ll Brush Painting #creativeart

    How to make Family Photo Collage | School Project | School Competition || Best Family Photo Collage

    How to make Family Photo Collage | School Project | School Competition || Best Family Photo Collage

    3d spray wall painting flowers design || 3d wall paper wall painting || Freestyle artist sourav

    3d spray wall painting flowers design || 3d wall paper wall painting || Freestyle artist sourav

    03 EPIC Graphic Design Ideas in Photoshop – Full Tutorial

    03 EPIC Graphic Design Ideas in Photoshop – Full Tutorial

    How I Create AI Vector Files for Microstock | Step-by-Step for Adobe Stock & More

    How I Create AI Vector Files for Microstock | Step-by-Step for Adobe Stock & More

    5 Minute Drawing Lesson – digital illustration process explained

    5 Minute Drawing Lesson – digital illustration process explained

  • Tech Deals
    GIGABYTE X870 AORUS Elite WIFI7 AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe…

    GIGABYTE X870 AORUS Elite WIFI7 AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe…

    Teenage Mutant Ninja Turtles: Shredder’s Revenge – Xbox One

    Teenage Mutant Ninja Turtles: Shredder’s Revenge – Xbox One

    Hello Kitty Island Adventure – Deluxe Edition Nintendo Switch

    Hello Kitty Island Adventure – Deluxe Edition Nintendo Switch

    World of Outlaws Dirt Racing – Standard Edition PlayStation 4

    World of Outlaws Dirt Racing – Standard Edition PlayStation 4

    LEGO Horizon Adventures

    LEGO Horizon Adventures

    Western Digital 1TB WD Blue 3D NAND Internal PC SSD – SATA III 6 Gb/s, 2.5″/7mm, Up to…

    Western Digital 1TB WD Blue 3D NAND Internal PC SSD – SATA III 6 Gb/s, 2.5″/7mm, Up to…

    ICY BOX M.2 NVMe & SATA SSD/HDD Docking Station, USB-C 10 Gbps Dual Bay Hard Drive Clone…

    ICY BOX M.2 NVMe & SATA SSD/HDD Docking Station, USB-C 10 Gbps Dual Bay Hard Drive Clone…

    Apple iPad with WiFi, 32GB, Silver (2017 Model) (Renewed)

    Apple iPad with WiFi, 32GB, Silver (2017 Model) (Renewed)

    Veken 55 Inch Large Electric Standing Desk, 4 Memory Heights Adjustable,Sit to Stand Up,…

    Veken 55 Inch Large Electric Standing Desk, 4 Memory Heights Adjustable,Sit to Stand Up,…

  • Techs Got To Eat
    Strawberry Shortcake Mug Cake: In Minutes Your Summer Bliss Dessert

    Strawberry Shortcake Mug Cake: In Minutes Your Summer Bliss Dessert

    Molten Bacon Lasagna Mug: Crispy, Cheesy & Ready In 5 Minutes

    Molten Bacon Lasagna Mug: Crispy, Cheesy & Ready In 5 Minutes

    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

  • Tesla
    Dash Cam Front and Rear, 1080P Dash Camera for Cars, 3 Channel Car Camera Front Rear and…

    Dash Cam Front and Rear, 1080P Dash Camera for Cars, 3 Channel Car Camera Front Rear and…

    Coverado Seat Covers, Car Seat Covers Front Seats, Car Seat Cover, Car Seat Protector…

    Coverado Seat Covers, Car Seat Covers Front Seats, Car Seat Cover, Car Seat Protector…

    Foot Pedal Pads Set for 2022-2025 Tesla Model 3 Model Y, Non-Slip Aluminum+Rubber Car…

    Foot Pedal Pads Set for 2022-2025 Tesla Model 3 Model Y, Non-Slip Aluminum+Rubber Car…

    Level 2 EV Charger for Tesla, 40A 240V 9.6kW Portable NACS EV Charger with NEMA 14-50…

    Level 2 EV Charger for Tesla, 40A 240V 9.6kW Portable NACS EV Charger with NEMA 14-50…

    BestEvMod 13PCS Speaker Cover Trim Kits Compatible with Tesla Cybertruck 2025 2024…

    BestEvMod 13PCS Speaker Cover Trim Kits Compatible with Tesla Cybertruck 2025 2024…

    Cartist Dash Cover Fit for Tesla Cybertruck 2024 2025 2026 Accessories Dashboard Cover…

    Cartist Dash Cover Fit for Tesla Cybertruck 2024 2025 2026 Accessories Dashboard Cover…

    Car Phone Holder, Car Center Console Dashboard Mobile Phone Holder, for Various…

    Car Phone Holder, Car Center Console Dashboard Mobile Phone Holder, for Various…

    2-in-1 CCS & J1772 to Tesla Adapter – 250KW Fast CCS to Tesla Adapter, Compatible with…

    2-in-1 CCS & J1772 to Tesla Adapter – 250KW Fast CCS to Tesla Adapter, Compatible with…

    TANDRIVE 2PCS Silicone Key Card Holder Case Compatible with Tesla Model 3 Model Y…

    TANDRIVE 2PCS Silicone Key Card Holder Case Compatible with Tesla Model 3 Model Y…

  • UFO
    UFO landed in Germany: Aliens are Clearly Visible Behind it: ufo sightings worldwide

    UFO landed in Germany: Aliens are Clearly Visible Behind it: ufo sightings worldwide

    Top 5 Alien Fruits

    Top 5 Alien Fruits

    UFO: Shadow Play: Signed, limited edition

    UFO: Shadow Play: Signed, limited edition

    MindBlowing Encounter with Extraterrestrial Object  #shorts #joerogan #aliens #english

    MindBlowing Encounter with Extraterrestrial Object #shorts #joerogan #aliens #english

    Escape From Area 51 [Blu-ray] and BONUS CD Soundtrack

    Escape From Area 51 [Blu-ray] and BONUS CD Soundtrack

    Did Ancient Aliens Build the Egyptian Pyramids? Uncovering the Extraterrestrial Theory

    Did Ancient Aliens Build the Egyptian Pyramids? Uncovering the Extraterrestrial Theory

    Resident Alien: Season Two [DVD]

    Resident Alien: Season Two [DVD]

    Photoshop: How to Recreate a Vintage, UFO Sighting Photo!

    Photoshop: How to Recreate a Vintage, UFO Sighting Photo!

    UFO Encounters & Religion: Unexpected Spiritual Reinforcement

    UFO Encounters & Religion: Unexpected Spiritual Reinforcement

  • AI
    Artificial Intelligence

    Amazon Nova Act SDK (preview): Path to production for browser automation agents

    Artificial Intelligence

    Benefits of Using LiteLLM for Your LLM Apps

    Artificial Intelligence

    5 Fun Generative AI Projects for Absolute Beginners

    Artificial Intelligence

    Vibe Coding Something Useful with Repl.it

    Artificial Intelligence

    Use generative AI in Amazon Bedrock for enhanced recommendation generation in equipment…

    Artificial Intelligence

    The Lifecycle of Feature Engineering: From Raw Data to Model-Ready Inputs

    Artificial Intelligence

    Building End-to-End Data Pipelines: From Data Ingestion to Analysis

    Artificial Intelligence

    How Rapid7 automates vulnerability risk scores with ML pipelines using Amazon SageMaker AI

    Artificial Intelligence

    Build a conversational data assistant, Part 2 – Embedding generative business intelligence with Amazon Q in QuickSight

  • Apple
    Apple slips in the 2025 Fortune Global 500 list

    Apple slips in the 2025 Fortune Global 500 list

    Apple TV app launches ‘Summer Deal of the Day’ with daily discounts

    Apple TV app launches ‘Summer Deal of the Day’ with daily discounts

    Apple TV 4K gets the screen saver feature I’ve always wanted in tvOS 26

    tvOS 26 adds the Apple TV screen saver feature I’ve always wanted

    New Apple video shows how iPhone was used to shoot 28 Years Later

    New Apple video shows how iPhone was used to shoot 28 Years Later

    iOS 26 will counter one of the most invasive web tracking methods

    iOS 26 will counter one of the most invasive web tracking methods

    Tiny replica Mac under threat from Apple’s lawyers

    Tiny replica Mac under threat from Apple’s lawyers

    Apple is looking to squash the world’s smallest Mac

    Apple is looking to squash the world’s smallest Mac

    New iPhone 17 Pro video shows full color lineup with dummy models

    New iPhone 17 Pro video shows full color lineup with dummy models

    Elgato Facecam 4K brings DSLR features to Mac webcams

    Elgato Facecam 4K brings DSLR features to Mac webcams

  • ComputerWorld
    Microsoft is turning Edge into an AI browser

    Microsoft is turning Edge into an AI browser

    Driverless cars are becoming jerks — and they’re safer because of it

    Driverless cars are becoming jerks — and they’re safer because of it

    Zhipu launches GLM-4.5 model as China ramps up open-source AI race

    Zhipu launches GLM-4.5 model as China ramps up open-source AI race

    Alibaba unveils AI-powered smart glasses

    Alibaba unveils AI-powered smart glasses

    Why firewalls and VPN are bad for security

    Why firewalls and VPN are bad for security

    Leena AI unveils conversational AI ‘colleagues’ for the enterprise

    Leena AI unveils conversational AI ‘colleagues’ for the enterprise

    IT buyers are investing in AI PCs — with no clue how to use them

    IT buyers are investing in AI PCs — with no clue how to use them

    Apple wants to build a circular manufacturing economy

    Apple wants to build a circular manufacturing economy

    Trump gets aggressive with new US AI action plan

    Trump gets aggressive with new US AI action plan

  • Gaming
    New PS5 + Steam Deck OLED – What I think

    New PS5 + Steam Deck OLED – What I think

    Internet Starlink satellites aren’t just messing up visible light images of the universe, they’re unintentionally interfering with radio astronomy as well

    Internet Starlink satellites aren’t just messing up visible light images of the universe, they’re unintentionally interfering with radio astronomy as well

    ED-209 – ROBOCOP: ROGUE CITY (PS5)

    ED-209 – ROBOCOP: ROGUE CITY (PS5)

    ‘This step is necessary to prove I’m not a bot’ says agentic AI as it reportedly clicks the ‘I am not a robot’ button

    Thymesia | Boss Fight | God of the Fools

    Thymesia | Boss Fight | God of the Fools

    MoistCr1tikal on Callisto Protocol Reviews

    MoistCr1tikal on Callisto Protocol Reviews

    For the next 2 weeks Destiny 2 is completely free to play, even the stuff you normally have to pay for

    Judge sends hangdog lawyer to AI school after he’s caught using ChatGPT to cite imaginary caselaw: ‘Any lawyer unaware that using generative AI platforms to do legal research is playing with fire is living in a cloud’

    Starship Troopers Extermination review

    Starship Troopers Extermination review

    How to build a workbench in Grounded 2

    How to build a workbench in Grounded 2

  • Retro Rewind
    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 57 April 1994

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

  • Tech Art
    Wolf head sculpting

    Wolf head sculpting

    COMO DIBUJAR UN HUEVO DE CHOCOLATE en PIXEL ART – PIXELADOS

    COMO DIBUJAR UN HUEVO DE CHOCOLATE en PIXEL ART – PIXELADOS

    Jay Zee’s approach to generative art

    Jay Zee’s approach to generative art

    Easy Flower Painting Ideas ll Painting Ideas ll Brush Painting #creativeart

    Easy Flower Painting Ideas ll Painting Ideas ll Brush Painting #creativeart

    How to make Family Photo Collage | School Project | School Competition || Best Family Photo Collage

    How to make Family Photo Collage | School Project | School Competition || Best Family Photo Collage

    3d spray wall painting flowers design || 3d wall paper wall painting || Freestyle artist sourav

    3d spray wall painting flowers design || 3d wall paper wall painting || Freestyle artist sourav

    03 EPIC Graphic Design Ideas in Photoshop – Full Tutorial

    03 EPIC Graphic Design Ideas in Photoshop – Full Tutorial

    How I Create AI Vector Files for Microstock | Step-by-Step for Adobe Stock & More

    How I Create AI Vector Files for Microstock | Step-by-Step for Adobe Stock & More

    5 Minute Drawing Lesson – digital illustration process explained

    5 Minute Drawing Lesson – digital illustration process explained

  • Tech Deals
    GIGABYTE X870 AORUS Elite WIFI7 AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe…

    GIGABYTE X870 AORUS Elite WIFI7 AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe…

    Teenage Mutant Ninja Turtles: Shredder’s Revenge – Xbox One

    Teenage Mutant Ninja Turtles: Shredder’s Revenge – Xbox One

    Hello Kitty Island Adventure – Deluxe Edition Nintendo Switch

    Hello Kitty Island Adventure – Deluxe Edition Nintendo Switch

    World of Outlaws Dirt Racing – Standard Edition PlayStation 4

    World of Outlaws Dirt Racing – Standard Edition PlayStation 4

    LEGO Horizon Adventures

    LEGO Horizon Adventures

    Western Digital 1TB WD Blue 3D NAND Internal PC SSD – SATA III 6 Gb/s, 2.5″/7mm, Up to…

    Western Digital 1TB WD Blue 3D NAND Internal PC SSD – SATA III 6 Gb/s, 2.5″/7mm, Up to…

    ICY BOX M.2 NVMe & SATA SSD/HDD Docking Station, USB-C 10 Gbps Dual Bay Hard Drive Clone…

    ICY BOX M.2 NVMe & SATA SSD/HDD Docking Station, USB-C 10 Gbps Dual Bay Hard Drive Clone…

    Apple iPad with WiFi, 32GB, Silver (2017 Model) (Renewed)

    Apple iPad with WiFi, 32GB, Silver (2017 Model) (Renewed)

    Veken 55 Inch Large Electric Standing Desk, 4 Memory Heights Adjustable,Sit to Stand Up,…

    Veken 55 Inch Large Electric Standing Desk, 4 Memory Heights Adjustable,Sit to Stand Up,…

  • Techs Got To Eat
    Strawberry Shortcake Mug Cake: In Minutes Your Summer Bliss Dessert

    Strawberry Shortcake Mug Cake: In Minutes Your Summer Bliss Dessert

    Molten Bacon Lasagna Mug: Crispy, Cheesy & Ready In 5 Minutes

    Molten Bacon Lasagna Mug: Crispy, Cheesy & Ready In 5 Minutes

    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

  • Tesla
    Dash Cam Front and Rear, 1080P Dash Camera for Cars, 3 Channel Car Camera Front Rear and…

    Dash Cam Front and Rear, 1080P Dash Camera for Cars, 3 Channel Car Camera Front Rear and…

    Coverado Seat Covers, Car Seat Covers Front Seats, Car Seat Cover, Car Seat Protector…

    Coverado Seat Covers, Car Seat Covers Front Seats, Car Seat Cover, Car Seat Protector…

    Foot Pedal Pads Set for 2022-2025 Tesla Model 3 Model Y, Non-Slip Aluminum+Rubber Car…

    Foot Pedal Pads Set for 2022-2025 Tesla Model 3 Model Y, Non-Slip Aluminum+Rubber Car…

    Level 2 EV Charger for Tesla, 40A 240V 9.6kW Portable NACS EV Charger with NEMA 14-50…

    Level 2 EV Charger for Tesla, 40A 240V 9.6kW Portable NACS EV Charger with NEMA 14-50…

    BestEvMod 13PCS Speaker Cover Trim Kits Compatible with Tesla Cybertruck 2025 2024…

    BestEvMod 13PCS Speaker Cover Trim Kits Compatible with Tesla Cybertruck 2025 2024…

    Cartist Dash Cover Fit for Tesla Cybertruck 2024 2025 2026 Accessories Dashboard Cover…

    Cartist Dash Cover Fit for Tesla Cybertruck 2024 2025 2026 Accessories Dashboard Cover…

    Car Phone Holder, Car Center Console Dashboard Mobile Phone Holder, for Various…

    Car Phone Holder, Car Center Console Dashboard Mobile Phone Holder, for Various…

    2-in-1 CCS & J1772 to Tesla Adapter – 250KW Fast CCS to Tesla Adapter, Compatible with…

    2-in-1 CCS & J1772 to Tesla Adapter – 250KW Fast CCS to Tesla Adapter, Compatible with…

    TANDRIVE 2PCS Silicone Key Card Holder Case Compatible with Tesla Model 3 Model Y…

    TANDRIVE 2PCS Silicone Key Card Holder Case Compatible with Tesla Model 3 Model Y…

  • UFO
    UFO landed in Germany: Aliens are Clearly Visible Behind it: ufo sightings worldwide

    UFO landed in Germany: Aliens are Clearly Visible Behind it: ufo sightings worldwide

    Top 5 Alien Fruits

    Top 5 Alien Fruits

    UFO: Shadow Play: Signed, limited edition

    UFO: Shadow Play: Signed, limited edition

    MindBlowing Encounter with Extraterrestrial Object  #shorts #joerogan #aliens #english

    MindBlowing Encounter with Extraterrestrial Object #shorts #joerogan #aliens #english

    Escape From Area 51 [Blu-ray] and BONUS CD Soundtrack

    Escape From Area 51 [Blu-ray] and BONUS CD Soundtrack

    Did Ancient Aliens Build the Egyptian Pyramids? Uncovering the Extraterrestrial Theory

    Did Ancient Aliens Build the Egyptian Pyramids? Uncovering the Extraterrestrial Theory

    Resident Alien: Season Two [DVD]

    Resident Alien: Season Two [DVD]

    Photoshop: How to Recreate a Vintage, UFO Sighting Photo!

    Photoshop: How to Recreate a Vintage, UFO Sighting Photo!

    UFO Encounters & Religion: Unexpected Spiritual Reinforcement

    UFO Encounters & Religion: Unexpected Spiritual Reinforcement

No Result
View All Result
Techcratic
No Result
View All Result
Home MIT Tech

Validation technique could help scientists make more accurate forecasts | MIT News

MIT Tech by MIT Tech
February 7, 2025
in MIT Tech
Reading Time: 7 mins read
126
A A
0

Adam Zewe | MIT News
2025-02-07 00:00:00
news.mit.edu

Should you grab your umbrella before you walk out the door? Checking the weather forecast beforehand will only be helpful if that forecast is accurate.

Spatial prediction problems, like weather forecasting or air pollution estimation, involve predicting the value of a variable in a new location based on known values at other locations. Scientists typically use tried-and-true validation methods to determine how much to trust these predictions.

But MIT researchers have shown that these popular validation methods can fail quite badly for spatial prediction tasks. This might lead someone to believe that a forecast is accurate or that a new prediction method is effective, when in reality that is not the case.

The researchers developed a technique to assess prediction-validation methods and used it to prove that two classical methods can be substantively wrong on spatial problems. They then determined why these methods can fail and created a new method designed to handle the types of data used for spatial predictions.

In experiments with real and simulated data, their new method provided more accurate validations than the two most common techniques. The researchers evaluated each method using realistic spatial problems, including predicting the wind speed at the Chicago O-Hare Airport and forecasting the air temperature at five U.S. metro locations.

Their validation method could be applied to a range of problems, from helping climate scientists predict sea surface temperatures to aiding epidemiologists in estimating the effects of air pollution on certain diseases.

“Hopefully, this will lead to more reliable evaluations when people are coming up with new predictive methods and a better understanding of how well methods are performing,” says Tamara Broderick, an associate professor in MIT’s Department of Electrical Engineering and Computer Science (EECS), a member of the Laboratory for Information and Decision Systems and the Institute for Data, Systems, and Society, and an affiliate of the Computer Science and Artificial Intelligence Laboratory (CSAIL).

Broderick is joined on the paper by lead author and MIT postdoc David R. Burt and EECS graduate student Yunyi Shen. The research will be presented at the International Conference on Artificial Intelligence and Statistics.

Evaluating validations

Broderick’s group has recently collaborated with oceanographers and atmospheric scientists to develop machine-learning prediction models that can be used for problems with a strong spatial component.

Through this work, they noticed that traditional validation methods can be inaccurate in spatial settings. These methods hold out a small amount of training data, called validation data, and use it to assess the accuracy of the predictor.

To find the root of the problem, they conducted a thorough analysis and determined that traditional methods make assumptions that are inappropriate for spatial data. Evaluation methods rely on assumptions about how validation data and the data one wants to predict, called test data, are related.

Traditional methods assume that validation data and test data are independent and identically distributed, which implies that the value of any data point does not depend on the other data points. But in a spatial application, this is often not the case.

For instance, a scientist may be using validation data from EPA air pollution sensors to test the accuracy of a method that predicts air pollution in conservation areas. However, the EPA sensors are not independent — they were sited based on the location of other sensors.

In addition, perhaps the validation data are from EPA sensors near cities while the conservation sites are in rural areas. Because these data are from different locations, they likely have different statistical properties, so they are not identically distributed.

“Our experiments showed that you get some really wrong answers in the spatial case when these assumptions made by the validation method break down,” Broderick says.

The researchers needed to come up with a new assumption.

Specifically spatial

Thinking specifically about a spatial context, where data are gathered from different locations, they designed a method that assumes validation data and test data vary smoothly in space.

For instance, air pollution levels are unlikely to change dramatically between two neighboring houses.

“This regularity assumption is appropriate for many spatial processes, and it allows us to create a way to evaluate spatial predictors in the spatial domain. To the best of our knowledge, no one has done a systematic theoretical evaluation of what went wrong to come up with a better approach,” says Broderick.

To use their evaluation technique, one would input their predictor, the locations they want to predict, and their validation data, then it automatically does the rest. In the end, it estimates how accurate the predictor’s forecast will be for the location in question. However, effectively assessing their validation technique proved to be a challenge.

“We are not evaluating a method, instead we are evaluating an evaluation. So, we had to step back, think carefully, and get creative about the appropriate experiments we could use,” Broderick explains.

First, they designed several tests using simulated data, which had unrealistic aspects but allowed them to carefully control key parameters. Then, they created more realistic, semi-simulated data by modifying real data. Finally, they used real data for several experiments.

Using three types of data from realistic problems, like predicting the price of a flat in England based on its location and forecasting wind speed, enabled them to conduct a comprehensive evaluation. In most experiments, their technique was more accurate than either traditional method they compared it to.

In the future, the researchers plan to apply these techniques to improve uncertainty quantification in spatial settings. They also want to find other areas where the regularity assumption could improve the performance of predictors, such as with time-series data.

This research is funded, in part, by the National Science Foundation and the Office of Naval Research.

Source Link


Upgrade your audio game with the Logitech for Creators Blue Yeti USB Microphone. With over 33,730 ratings and an impressive 4.6 out of 5 stars, it’s no wonder this is an Amazon’s Choice product. Recently, 5K+ units were purchased in the past month.

Available in five stunning colors: Teal, Silver, Pink Dawn, Midnight Blue, and Blackout, this microphone is perfect for creators looking to produce exceptional audio. Priced at only $84.99, it’s a deal you can’t afford to miss.

Elevate your recordings with clear broadcast-quality sound and explore your creativity with enhanced effects, advanced modulation, and HD audio samples. Order now for just $84.99 on Amazon!


Unlock unlimited streaming with a free Amazon Prime trial!
Sign up today!

Help Power Techcratic’s Future – Scan To Support

If Techcratic’s content and insights have helped you, consider giving back by supporting the platform with crypto. Every contribution makes a difference, whether it’s for high-quality content, server maintenance, or future updates. Techcratic is constantly evolving, and your support helps drive that progress.

As a solo operator who wears all the hats, creating content, managing the tech, and running the site, your support allows me to stay focused on delivering valuable resources. Your support keeps everything running smoothly and enables me to continue creating the content you love. I’m deeply grateful for your support, it truly means the world to me! Thank you!

BITCOIN

Bitcoin Logo

Bitcoin QR Code

bc1qlszw7elx2qahjwvaryh0tkgg8y68enw30gpvge

Scan the QR code with your crypto wallet app

DOGECOIN

Dogecoin Logo

Dogecoin QR Code

D64GwvvYQxFXYyan3oQCrmWfidf6T3JpBA

Scan the QR code with your crypto wallet app

ETHEREUM

Ethereum Logo

Ethereum QR Code

0xe9BC980DF3d985730dA827996B43E4A62CCBAA7a

Scan the QR code with your crypto wallet app

Please read the Privacy and Security Disclaimer on how Techcratic handles your support.

Disclaimer: As an Amazon Associate, Techcratic may earn from qualifying purchases.

Tags: MIT Tech
Share162Share28ShareShare4ShareTweet101
MIT Tech

MIT Tech

Discover cutting-edge research and technological breakthroughs with MIT Tech. Explore innovative projects and academic insights shaping the future of technology. Stay informed with the latest articles here at Techcratic.

Related Posts

New system dramatically speeds the search for polymer materials | MIT News
MIT Tech

New system dramatically speeds the search for polymer materials | MIT News

July 28, 2025
1.3k
Famous double-slit experiment holds up when stripped to its quantum essentials | MIT News
MIT Tech

Famous double-slit experiment holds up when stripped to its quantum essentials | MIT News

July 28, 2025
1.3k
New machine-learning application to help researchers predict chemical properties | MIT News
MIT Tech

New machine-learning application to help researchers predict chemical properties | MIT News

July 24, 2025
1.3k
Theory-guided strategy expands the scope of measurable quantum interactions | MIT News
MIT Tech

Theory-guided strategy expands the scope of measurable quantum interactions | MIT News

July 24, 2025
1.3k
The unique, mathematical shortcuts language models use to predict dynamic scenarios | MIT News
MIT Tech

The unique, mathematical shortcuts language models use to predict dynamic scenarios | MIT News

July 21, 2025
1.3k
A major AI training data set contains millions of examples of personal data
MIT Tech

A major AI training data set contains millions of examples of personal data

July 18, 2025
1.3k
Model predicts long-term effects of nuclear waste on underground disposal systems | MIT News
MIT Tech

Model predicts long-term effects of nuclear waste on underground disposal systems | MIT News

July 18, 2025
1.3k
MIT’s Mason Estrada to sign with the Los Angeles Dodgers | MIT News
MIT Tech

MIT’s Mason Estrada to sign with the Los Angeles Dodgers | MIT News

July 17, 2025
1.3k
Load More
Next Post
Mistral adds major updates to its AI assistant, mobile apps and high-speed responses

Mistral adds major updates to its AI assistant, mobile apps and high-speed responses

Your Tech Resources

  • 30 Second Tech ™
  • AI
  • App Zone ™
  • Apple
  • Ars Technica
  • CNET
  • ComputerWorld
  • Crypto News
  • Cybersecurity
  • Endgadget
  • ExtremeTech
  • Forbes
  • Fossbytes
  • Gaming
  • GeekWire
  • Gizmodo
  • Google News
  • Hacker News
  • Harvard Tech
  • I Like Cats ™
  • I Like Dogs ™
  • LifeHacker
  • MacRumors
  • Macworld
  • Mashable
  • Microsoft
  • MIT Tech
  • PC World
  • Photofocus
  • Physics
  • Random Tech
  • Retro Rewind ™
  • Robot Report
  • SiliconANGLE
  • SlashGear
  • Smartphone
  • StackSocial
  • Tech Art
  • Tech Careers
  • Tech Deals
  • Techcratic ™
  • TechCrunch
  • Techdirt
  • TechRepublic
  • Techs Got To Eat ™
  • TechSpot
  • Tesla
  • The Verge
  • TNW
  • Trusted Reviews
  • UFO
  • VentureBeat
  • Visual Capitalist
  • Wired
  • ZDNet

Tech News

  • 30 Second Tech ™
  • AI
  • Apple Insider
  • Ars Technica
  • CNET
  • ComputerWorld
  • Crypto News
  • Cybersecurity
  • Endgadget
  • ExtremeTech
  • Fossbytes
  • Gaming
  • GeekWire
  • Gizmodo

Tech News

  • Harvard Tech
  • MacRumors
  • Macworld
  • Mashable
  • Microsoft
  • MIT Tech
  • Physics
  • PC World
  • Random Tech
  • Retro Rewind ™
  • SiliconANGLE
  • SlashGear
  • Smartphone
  • StackSocial
  • Tech Careers

Tech News​

  • Tech Art
  • TechCrunch
  • Techdirt
  • TechRepublic
  • Techs Got To Eat ™
  • TechSpot
  • Tesla
  • The Verge
  • TNW
  • Trusted Reviews
  • UFO
  • VentureBeat
  • Visual Capitalist
  • Wired
  • ZDNet

Site Links

  • About Techcratic
  • Affiliate Disclaimer
  • Affiliate Link Policy
  • Contact Techcratic
  • Dealors Discount Store
  • Privacy and Security Disclaimer
  • Privacy Policy
  • RSS Feed
  • Site Map
  • Support Techcratic
  • Techcratic
  • Tech Deals
  • TOS
  • 𝕏
Click For A Secret Deal

XRP Open Interest Drops By $2.4B After Recent Selloff

Wolf head sculpting

UFO landed in Germany: Aliens are Clearly Visible Behind it: ufo sightings worldwide

Unitree designs R1 humanoid robot to be agile and affordable

Adobe adds one of its most-requested updates to Photoshop

Phone Camera

Techcratic – Your All In One Tech Hub
© 2020 – 2025
All Rights Reserved
∞

No Result
View All Result
  • 30 Second Tech ™
  • AI
  • App Zone ™
  • Apple
  • Ars Technica
  • CNET
  • Crypto News
  • Cybersecurity
  • Endgadget
  • Gaming
  • MacRumors
  • Macworld
  • Retro Rewind ™
  • Tech Deals
  • Techcratic ™
  • Techs Got To Eat ™
  • Tesla
  • UFO
  • Visual Capitalist
  • Wired
  • ZDNet