• About TC
  • Affiliate Disclaimer
  • Privacy Policy
  • TOS
  • Contact
Sunday, July 6, 2025
Techcratic
  • TC
  • AI
    Artificial Intelligence

    Transforming network operations with AI: How Swisscom built a network assistant using Amazon Bedrock

    Artificial Intelligence

    EgoDex: Learning Dexterous Manipulation from Large-Scale Egocentric Video

    Artificial Intelligence

    Instruction-Following Pruning for Large Language Models

    Artificial Intelligence

    How to Combine Streamlit, Pandas, and Plotly for Interactive Data Apps

    Artificial Intelligence

    Tailor responsible AI with new safeguard tiers in Amazon Bedrock Guardrails

    Artificial Intelligence

    Automate Data Quality Reports with n8n: From CSV to Professional Analysis

    Artificial Intelligence

    NewDay builds A Generative AI based Customer service Agent Assist with over 90% accuracy

    Artificial Intelligence

    5 Things You Need to Know About Agentic AI

    Artificial Intelligence

    Normalizing Flows are Capable Generative Models

  • App Zone

    Top 3 Dev Tool Apps of 2025: Features, Pros, and Cons

    Top 3 Launcher Apps for Apple: Features, Pros, and Cons

    Top 3 Launcher Apps for Apple: Features, Pros, and Cons

    Top 3 Launcher Apps for Android: Features, Pros, and Cons

    Top 3 Launcher Apps for Android: Features, Pros, and Cons

    Top 3 Card Game Apps of 2025: Features, Pros, and Cons

    Top 3 Card Game Apps of 2025: Features, Pros, and Cons

    Top 3 Medical Apps of 2025: Features, Pros, and Cons

    Top 3 Medical Apps of 2025: Features, Pros, and Cons

    Top 3 Travel Apps of 2025: Features, Pros, and Cons

    Top 3 Travel Apps of 2025: Features, Pros, and Cons

    Top 3 Casual Game Apps for 2025: Features, Pros, and Cons

    Top 3 Casual Game Apps for 2025: Features, Pros, and Cons

    Top 3 Food Apps for 2025: Features, Pros, and Cons

    Top 3 Food Apps for 2025: Features, Pros, and Cons

    Top 3 Sport Apps for 2025: Features, Pros, and Cons

    Top 3 Sport Apps for 2025: Features, Pros, and Cons

  • Apple
    Here’s how iPhone 17 Pro will differentiate itself from previous iPhone models

    New iPhone 17 Pro renders highlight aluminum design, repositioned Apple logo

    Yes, you can run Windows 11 on your Mac — and it’s only $15

    Run Windows apps on your Mac with Windows 11 Pro — now just $9.97

    How to stop LG & Samsung smart TV tracking, screen captures

    How to stop LG & Samsung smart TV tracking, screen captures

    Apple’s F1 expected to hit $300M at the box office this weekend

    Apple’s F1 expected to hit $300M at the box office this weekend

    Apple is reportedly working on a cheaper MacBook, but will it stick the landing?

    Apple is reportedly working on a cheaper MacBook, but will it stick the landing?

    Apple @ Work: Macs have never been more expensive to repair, but never been more reliable

    Apple @ Work: Macs have never been more expensive to repair, but never been more reliable

    New Gemini icon comes to Android and iPhone

    New Gemini icon comes to Android and iPhone

    Best Mac SSD and hard drive Prime Day deals 2025: Early discounts

    Best Mac SSD and hard drive Prime Day deals 2025: Early discounts

    This is the letter Donald Trump sent Apple to keep TikTok online

    This is the letter Donald Trump sent Apple to keep TikTok online

  • Retro Rewind
    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

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

  • Tech Deals
    Lenovo ThinkPad E16 G2 16″ FHD+ Business Laptop Computer, Intel 16-Core Ultra 7 155H…

    Lenovo ThinkPad E16 G2 16″ FHD+ Business Laptop Computer, Intel 16-Core Ultra 7 155H…

    HP Printer Paper | 8.5 x 11 Paper | Office 20 lb | 3 Ream Case – 1500 Sheets | 92 Bright…

    HP Printer Paper | 8.5 x 11 Paper | Office 20 lb | 3 Ream Case – 1500 Sheets | 92 Bright…

    JUANWE 32GB Micro SD Cards 10 Pack Memory Card, SDHC High-Speed U1 A1 SD Card, 32GB TF…

    JUANWE 32GB Micro SD Cards 10 Pack Memory Card, SDHC High-Speed U1 A1 SD Card, 32GB TF…

    EVGA GeForce GTX 1650 Super SC Ultra Gaming, 4GB GDDR6, Dual Fan, Metal Backplate,…

    EVGA GeForce GTX 1650 Super SC Ultra Gaming, 4GB GDDR6, Dual Fan, Metal Backplate,…

    CableCreation 6 Feet TRRS Headhpone Extension Cable Bundle with 1.5 Feet TRRS…

    CableCreation 6 Feet TRRS Headhpone Extension Cable Bundle with 1.5 Feet TRRS…

    ASRock Chanllenger AMD RX 6600 8G GDDR6 Graphics Card and Bronze 80+ 550W Power Supply

    ASRock Chanllenger AMD RX 6600 8G GDDR6 Graphics Card and Bronze 80+ 550W Power Supply

    INNOCN 49″ Curved Gaming Monitor 144Hz Ultrawide 32:9 WDFHD 3840 x 1080P, R1800, 99%…

    INNOCN 49″ Curved Gaming Monitor 144Hz Ultrawide 32:9 WDFHD 3840 x 1080P, R1800, 99%…

    Razer Iskur V2 Gaming Chair: Adaptive Lumbar Support – Adjustable Lumbar Curve – High…

    Razer Iskur V2 Gaming Chair: Adaptive Lumbar Support – Adjustable Lumbar Curve – High…

    Critical Rolls: Boxed Set – 5e RPG Storytelling Cards, 300 Tarot Sized Cards, Tabletop…

    Critical Rolls: Boxed Set – 5e RPG Storytelling Cards, 300 Tarot Sized Cards, Tabletop…

  • Tech Eats
    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

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

    Tiramisu Mug Cake: Coffee Lover’s Dream in 2 Minutes!

    Tiramisu Mug Cake: Coffee Lover’s Dream in 2 Minutes!

  • Tesla
    REEVAA 2025 Upgrade Tesla Model 3 Sunshade Roof [No Gaps, No-Sagging] Tesla 3…

    REEVAA 2025 Upgrade Tesla Model 3 Sunshade Roof [No Gaps, No-Sagging] Tesla 3…

    1PC Rear Bed Cooler Storage Box Compatible with Tesla Cybertruck 2024 Oxford Waterproof…

    1PC Rear Bed Cooler Storage Box Compatible with Tesla Cybertruck 2024 Oxford Waterproof…

    Seat Back Hooks for Tesla Model 3, Model Y, Model S & Model X 2021-2025 – Bag Purse Back…

    Seat Back Hooks for Tesla Model 3, Model Y, Model S & Model X 2021-2025 – Bag Purse Back…

    Tesla Supercharger to CCS1 Charger Adapter, Max 500A 1000V NACS to CCS EV Fast Charge…

    Tesla Supercharger to CCS1 Charger Adapter, Max 500A 1000V NACS to CCS EV Fast Charge…

    BestEvMod for Refreshed Model 3 Highland Cargo Liner Floor Liners Trunk and Frunk Mat…

    BestEvMod for Refreshed Model 3 Highland Cargo Liner Floor Liners Trunk and Frunk Mat…

    4 PCS Car Front and Rear Side Window Sunshade, 19.6″ x 31.4″ x 7.8″ + 19.6″ x 31.4″ Keep…

    4 PCS Car Front and Rear Side Window Sunshade, 19.6″ x 31.4″ x 7.8″ + 19.6″ x 31.4″ Keep…

    Car Floor Mats for Tesla Cybertruck 2023 2024 2025, Custom TPE All Weather Protection…

    Car Floor Mats for Tesla Cybertruck 2023 2024 2025, Custom TPE All Weather Protection…

    JOYTUTUS Truck Bed Divider Compatible with Cybertruck 2024 2023 Cargo Divider Organizer…

    JOYTUTUS Truck Bed Divider Compatible with Cybertruck 2024 2023 Cargo Divider Organizer…

    HANSSHOW Pet Seat Covers for Cybertruck Rear Dog Seat Protector Full-Cover Waterproof…

    HANSSHOW Pet Seat Covers for Cybertruck Rear Dog Seat Protector Full-Cover Waterproof…

  • UFO
    MR.GREEN Tweezers For Women Facial Hair, Professional Precision Eyebrow Tweezers for Women and Men, Stainless Steel Slanted Cute Hair Removal Plucker

    MR.GREEN Tweezers For Women Facial Hair, Professional Precision Eyebrow Tweezers for Women and Men, Stainless Steel Slanted Cute Hair Removal Plucker

    TOP 4 ALIEN ARTIFACTS UNEARTHED | Ancient Aliens | The UnXplained Zone

    TOP 4 ALIEN ARTIFACTS UNEARTHED | Ancient Aliens | The UnXplained Zone

    Mutant Aliens

    Mutant Aliens

    Ancient Carvings Point to Strange Information (Season 1) | Ancient Aliens: Origins

    Ancient Carvings Point to Strange Information (Season 1) | Ancient Aliens: Origins

    ERIN MONTGOMERY –  Dirty Little Secret: Confessions of an Alien Contactee

    ERIN MONTGOMERY – Dirty Little Secret: Confessions of an Alien Contactee

    Miniature Schnauzer Funny Graphic Selfie UFOs Weird Aliens T-Shirt

    Miniature Schnauzer Funny Graphic Selfie UFOs Weird Aliens T-Shirt

    Lorine Chia – Intergalactic Love (Official Music Video)

    Lorine Chia – Intergalactic Love (Official Music Video)

    John Deere Men’s Trademark Logo Core Short Sleeve Tee

    John Deere Men’s Trademark Logo Core Short Sleeve Tee

    SOJOS Retro Polarized Square Sunglasses Womens Men Vintage Double Bridge Metal Frame UV Protection Sun Glasses SJ1246

    SOJOS Retro Polarized Square Sunglasses Womens Men Vintage Double Bridge Metal Frame UV Protection Sun Glasses SJ1246

No Result
View All Result
  • TC
  • AI
    Artificial Intelligence

    Transforming network operations with AI: How Swisscom built a network assistant using Amazon Bedrock

    Artificial Intelligence

    EgoDex: Learning Dexterous Manipulation from Large-Scale Egocentric Video

    Artificial Intelligence

    Instruction-Following Pruning for Large Language Models

    Artificial Intelligence

    How to Combine Streamlit, Pandas, and Plotly for Interactive Data Apps

    Artificial Intelligence

    Tailor responsible AI with new safeguard tiers in Amazon Bedrock Guardrails

    Artificial Intelligence

    Automate Data Quality Reports with n8n: From CSV to Professional Analysis

    Artificial Intelligence

    NewDay builds A Generative AI based Customer service Agent Assist with over 90% accuracy

    Artificial Intelligence

    5 Things You Need to Know About Agentic AI

    Artificial Intelligence

    Normalizing Flows are Capable Generative Models

  • App Zone

    Top 3 Dev Tool Apps of 2025: Features, Pros, and Cons

    Top 3 Launcher Apps for Apple: Features, Pros, and Cons

    Top 3 Launcher Apps for Apple: Features, Pros, and Cons

    Top 3 Launcher Apps for Android: Features, Pros, and Cons

    Top 3 Launcher Apps for Android: Features, Pros, and Cons

    Top 3 Card Game Apps of 2025: Features, Pros, and Cons

    Top 3 Card Game Apps of 2025: Features, Pros, and Cons

    Top 3 Medical Apps of 2025: Features, Pros, and Cons

    Top 3 Medical Apps of 2025: Features, Pros, and Cons

    Top 3 Travel Apps of 2025: Features, Pros, and Cons

    Top 3 Travel Apps of 2025: Features, Pros, and Cons

    Top 3 Casual Game Apps for 2025: Features, Pros, and Cons

    Top 3 Casual Game Apps for 2025: Features, Pros, and Cons

    Top 3 Food Apps for 2025: Features, Pros, and Cons

    Top 3 Food Apps for 2025: Features, Pros, and Cons

    Top 3 Sport Apps for 2025: Features, Pros, and Cons

    Top 3 Sport Apps for 2025: Features, Pros, and Cons

  • Apple
    Here’s how iPhone 17 Pro will differentiate itself from previous iPhone models

    New iPhone 17 Pro renders highlight aluminum design, repositioned Apple logo

    Yes, you can run Windows 11 on your Mac — and it’s only $15

    Run Windows apps on your Mac with Windows 11 Pro — now just $9.97

    How to stop LG & Samsung smart TV tracking, screen captures

    How to stop LG & Samsung smart TV tracking, screen captures

    Apple’s F1 expected to hit $300M at the box office this weekend

    Apple’s F1 expected to hit $300M at the box office this weekend

    Apple is reportedly working on a cheaper MacBook, but will it stick the landing?

    Apple is reportedly working on a cheaper MacBook, but will it stick the landing?

    Apple @ Work: Macs have never been more expensive to repair, but never been more reliable

    Apple @ Work: Macs have never been more expensive to repair, but never been more reliable

    New Gemini icon comes to Android and iPhone

    New Gemini icon comes to Android and iPhone

    Best Mac SSD and hard drive Prime Day deals 2025: Early discounts

    Best Mac SSD and hard drive Prime Day deals 2025: Early discounts

    This is the letter Donald Trump sent Apple to keep TikTok online

    This is the letter Donald Trump sent Apple to keep TikTok online

  • Retro Rewind
    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

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

  • Tech Deals
    Lenovo ThinkPad E16 G2 16″ FHD+ Business Laptop Computer, Intel 16-Core Ultra 7 155H…

    Lenovo ThinkPad E16 G2 16″ FHD+ Business Laptop Computer, Intel 16-Core Ultra 7 155H…

    HP Printer Paper | 8.5 x 11 Paper | Office 20 lb | 3 Ream Case – 1500 Sheets | 92 Bright…

    HP Printer Paper | 8.5 x 11 Paper | Office 20 lb | 3 Ream Case – 1500 Sheets | 92 Bright…

    JUANWE 32GB Micro SD Cards 10 Pack Memory Card, SDHC High-Speed U1 A1 SD Card, 32GB TF…

    JUANWE 32GB Micro SD Cards 10 Pack Memory Card, SDHC High-Speed U1 A1 SD Card, 32GB TF…

    EVGA GeForce GTX 1650 Super SC Ultra Gaming, 4GB GDDR6, Dual Fan, Metal Backplate,…

    EVGA GeForce GTX 1650 Super SC Ultra Gaming, 4GB GDDR6, Dual Fan, Metal Backplate,…

    CableCreation 6 Feet TRRS Headhpone Extension Cable Bundle with 1.5 Feet TRRS…

    CableCreation 6 Feet TRRS Headhpone Extension Cable Bundle with 1.5 Feet TRRS…

    ASRock Chanllenger AMD RX 6600 8G GDDR6 Graphics Card and Bronze 80+ 550W Power Supply

    ASRock Chanllenger AMD RX 6600 8G GDDR6 Graphics Card and Bronze 80+ 550W Power Supply

    INNOCN 49″ Curved Gaming Monitor 144Hz Ultrawide 32:9 WDFHD 3840 x 1080P, R1800, 99%…

    INNOCN 49″ Curved Gaming Monitor 144Hz Ultrawide 32:9 WDFHD 3840 x 1080P, R1800, 99%…

    Razer Iskur V2 Gaming Chair: Adaptive Lumbar Support – Adjustable Lumbar Curve – High…

    Razer Iskur V2 Gaming Chair: Adaptive Lumbar Support – Adjustable Lumbar Curve – High…

    Critical Rolls: Boxed Set – 5e RPG Storytelling Cards, 300 Tarot Sized Cards, Tabletop…

    Critical Rolls: Boxed Set – 5e RPG Storytelling Cards, 300 Tarot Sized Cards, Tabletop…

  • Tech Eats
    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

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

    Tiramisu Mug Cake: Coffee Lover’s Dream in 2 Minutes!

    Tiramisu Mug Cake: Coffee Lover’s Dream in 2 Minutes!

  • Tesla
    REEVAA 2025 Upgrade Tesla Model 3 Sunshade Roof [No Gaps, No-Sagging] Tesla 3…

    REEVAA 2025 Upgrade Tesla Model 3 Sunshade Roof [No Gaps, No-Sagging] Tesla 3…

    1PC Rear Bed Cooler Storage Box Compatible with Tesla Cybertruck 2024 Oxford Waterproof…

    1PC Rear Bed Cooler Storage Box Compatible with Tesla Cybertruck 2024 Oxford Waterproof…

    Seat Back Hooks for Tesla Model 3, Model Y, Model S & Model X 2021-2025 – Bag Purse Back…

    Seat Back Hooks for Tesla Model 3, Model Y, Model S & Model X 2021-2025 – Bag Purse Back…

    Tesla Supercharger to CCS1 Charger Adapter, Max 500A 1000V NACS to CCS EV Fast Charge…

    Tesla Supercharger to CCS1 Charger Adapter, Max 500A 1000V NACS to CCS EV Fast Charge…

    BestEvMod for Refreshed Model 3 Highland Cargo Liner Floor Liners Trunk and Frunk Mat…

    BestEvMod for Refreshed Model 3 Highland Cargo Liner Floor Liners Trunk and Frunk Mat…

    4 PCS Car Front and Rear Side Window Sunshade, 19.6″ x 31.4″ x 7.8″ + 19.6″ x 31.4″ Keep…

    4 PCS Car Front and Rear Side Window Sunshade, 19.6″ x 31.4″ x 7.8″ + 19.6″ x 31.4″ Keep…

    Car Floor Mats for Tesla Cybertruck 2023 2024 2025, Custom TPE All Weather Protection…

    Car Floor Mats for Tesla Cybertruck 2023 2024 2025, Custom TPE All Weather Protection…

    JOYTUTUS Truck Bed Divider Compatible with Cybertruck 2024 2023 Cargo Divider Organizer…

    JOYTUTUS Truck Bed Divider Compatible with Cybertruck 2024 2023 Cargo Divider Organizer…

    HANSSHOW Pet Seat Covers for Cybertruck Rear Dog Seat Protector Full-Cover Waterproof…

    HANSSHOW Pet Seat Covers for Cybertruck Rear Dog Seat Protector Full-Cover Waterproof…

  • UFO
    MR.GREEN Tweezers For Women Facial Hair, Professional Precision Eyebrow Tweezers for Women and Men, Stainless Steel Slanted Cute Hair Removal Plucker

    MR.GREEN Tweezers For Women Facial Hair, Professional Precision Eyebrow Tweezers for Women and Men, Stainless Steel Slanted Cute Hair Removal Plucker

    TOP 4 ALIEN ARTIFACTS UNEARTHED | Ancient Aliens | The UnXplained Zone

    TOP 4 ALIEN ARTIFACTS UNEARTHED | Ancient Aliens | The UnXplained Zone

    Mutant Aliens

    Mutant Aliens

    Ancient Carvings Point to Strange Information (Season 1) | Ancient Aliens: Origins

    Ancient Carvings Point to Strange Information (Season 1) | Ancient Aliens: Origins

    ERIN MONTGOMERY –  Dirty Little Secret: Confessions of an Alien Contactee

    ERIN MONTGOMERY – Dirty Little Secret: Confessions of an Alien Contactee

    Miniature Schnauzer Funny Graphic Selfie UFOs Weird Aliens T-Shirt

    Miniature Schnauzer Funny Graphic Selfie UFOs Weird Aliens T-Shirt

    Lorine Chia – Intergalactic Love (Official Music Video)

    Lorine Chia – Intergalactic Love (Official Music Video)

    John Deere Men’s Trademark Logo Core Short Sleeve Tee

    John Deere Men’s Trademark Logo Core Short Sleeve Tee

    SOJOS Retro Polarized Square Sunglasses Womens Men Vintage Double Bridge Metal Frame UV Protection Sun Glasses SJ1246

    SOJOS Retro Polarized Square Sunglasses Womens Men Vintage Double Bridge Metal Frame UV Protection Sun Glasses SJ1246

No Result
View All Result
Techcratic
No Result
View All Result
Home AI

Building High-Performance Machine Learning Models in Rust

AI by AI
February 6, 2025
in AI
Reading Time: 8 mins read
121
A A
0

Jayita Gulati
2025-02-06 08:00:00
www.kdnuggets.com

Building High-Performance Machine Learning Models in RustBuilding High-Performance Machine Learning Models in Rust
Image by Editor (Kanwal Mehreen) | Canva

 

Machine learning (ML) is mostly done using Python. Python is popular because it’s easy to learn and has many ML libraries. But now, Rust is becoming a strong alternative. Rust is fast, safe with memory, and good at handling many tasks simultaneously. These features make Rust great for high-performance ML.

Linfa is a library in Rust that helps you build ML models. It makes it easier to create and use ML models in Rust. In this article, we will show you how to do two ML tasks: linear regression and k-means clustering using Linfa.

 

Why Rust for Machine Learning?

 
Rust is increasingly being considered for machine learning due to several advantages:

  1. Performance: Rust is a compiled language, which gives it performance characteristics close to C and C++. Its low-level control over system resources and absence of a garbage collector make it perfect for performance-critical applications like machine learning.
  2. Memory Safety: One of Rust’s standout features is its ownership model, which guarantees memory safety without the need for a garbage collector. This eliminates many common programming bugs such as null pointer dereferencing or data races.
  3. Concurrency: Rust’s concurrency model ensures safe parallel processing. Machine learning often involves large datasets and heavy computations. Rust handles multi-threaded operations efficiently. Its ownership system prevents data races and memory issues.

 

What is Linfa?

 
Linfa is a machine learning library for Rust. It offers a variety of ML algorithms, much like Python’s scikit-learn. The library integrates well with Rust’s ecosystem. It enables high-performance data manipulation, statistics, and optimization. Linfa includes algorithms like linear regression, k-means clustering, and support vector machines. These implementations are efficient and easy to use. Developers can build powerful machine learning models with Rust’s speed and safety.

Let’s explore how to use Linfa to build machine learning models with two simple yet essential examples: linear regression and k-means clustering.

 

Setting Up the Environment

 
First, ensure that you have Rust installed. If not, use the following command to install it via rustup:

curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh

 

Next, add Linfa and related dependencies to your project. Open your Cargo.toml file and include the following:

[dependencies]
linfa = "0.5.0"
linfa-linear = "0.5.0"    # For linear regression
linfa-clustering = "0.5.0" # For k-means clustering
ndarray = "0.15.4"        # For numerical operations
ndarray-rand = "0.14.0"   # For random number generation

 

With this setup, you are ready to implement machine learning models using Linfa.

 

Linear Regression in Rust

 
Linear regression is one of the simplest and most commonly used supervised learning algorithms. It models the relationship between a dependent variable 𝑦 and one or more independent variables 𝑥 by fitting a linear equation to the observed data. In this section, we’ll explore how to implement linear regression using Rust’s Linfa library.

 

Prepare the Data

To understand and test linear regression, we need to start with a dataset.

use ndarray::{Array2, Axis};

fn generate_data() -> Array2 {
    let x = Array2::::from_shape_vec((10, 1), vec![1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0]).unwrap();
    let y = x.mapv(|v| 2.0 * v + 1.0);
    let data = ndarray::stack(ndarray::Axis(1), &[x.view(), y.view()]).unwrap();
    data
}

 

Here, we simulate a simple dataset where the relationship between 𝑥 and 𝑦 follows the formula: y=2x+1.

 

Train the Model

After preparing the dataset, we train the model using Linfa’s LinearRegression module. Training involves determining the coefficients of the linear equation (y=mx+c) by minimizing the error between predicted and actual values. Using Linfa’s LinearRegression module, we train a regression model on this dataset.

use linfa::prelude::*;
use linfa_linear::LinearRegression;

fn train_model(data: Array2) -> LinearRegression {
    let (x, y) = (data.slice(s![.., 0..1]), data.slice(s![.., 1..2]));
    LinearRegression::default().fit(&x, &y).unwrap()
}

 

Key Points:

  • The fit method learns the slope and intercept of the line that best fits the data.
  • unwrap handles any errors that might occur during training.

 

Make Predictions

After training the model, we can use it to predict results for new data.

fn make_predictions(model: &LinearRegression, input: Array2) -> Array2 {
    model.predict(&input)
}

fn main() {
    let data = generate_data();
    let model = train_model(data);
    let input = Array2::from_shape_vec((5, 1), vec![11.0, 12.0, 13.0, 14.0, 15.0]).unwrap();
    let predictions = make_predictions(&model, input);
    println!("Predictions: {:?}", predictions);
}

 

For input values [11.0, 12.0, 13.0, 14.0, 15.0], the predictions will be:

Predictions: [[23.0], [25.0], [27.0], [29.0], [31.0]]

 

This output corresponds to y=2x+1.

 

K-Means Clustering in Rust

 
K-means clustering is an unsupervised learning algorithm that partitions data into k clusters based on similarity.

 

Prepare the Data

To demonstrate K-means clustering, we generate a random dataset using the ndarray-rand crate.

use ndarray::Array2;
use ndarray_rand::RandomExt;
use rand_distr::Uniform;

fn generate_random_data() -> Array2 {
    let dist = Uniform::new(0.0, 10.0);
    Array2::random((100, 2), dist)
}

 

This creates a 100×2 matrix of random points, simulating two-dimensional data.

 

Train the Model

The train_kmeans_model function uses Linfa’s KMeans module to group the data into k=3 clusters.

use linfa_clustering::KMeans;
use linfa::traits::Fit;

fn train_kmeans_model(data: Array2) -> KMeans {
    KMeans::params(3).fit(&data).unwrap()
}

 

Key Points:

  • KMeans::params(3) specifies 3 clusters.
  • The fit method learns cluster centroids based on the data.

 

Assign Clusters

After training, we can assign each data point to one of the clusters.

fn assign_clusters(model: &KMeans, data: Array2) {
    let labels = model.predict(&data);
    println!("Cluster Labels: {:?}", labels);
}

fn main() {
    let data = generate_random_data();
    let model = train_kmeans_model(data);
    assign_clusters(&model, data);
}

 

The output will display the cluster labels assigned to each data point. Each label will correspond to one of the three clusters.

 

Conclusion

 
Rust is a great choice for creating fast machine learning models. It makes sure there are no mistakes when handling data by being memory safe. Rust can also use multiple threads at once, which is important when working with large datasets in machine learning.

The Linfa library makes machine learning in Rust even easier. It helps you easily use algorithms like linear regression and k-means clustering. Rust’s ownership system keeps memory safe without needing garbage collection. Its ability to handle multiple threads prevents errors when working with large amounts of data.
 
 

Jayita Gulati is a machine learning enthusiast and technical writer driven by her passion for building machine learning models. She holds a Master’s degree in Computer Science from the University of Liverpool.

Source Link



Shark AI Ultra Voice Control Robot Vacuum

Transform your cleaning routine with the Shark AI Ultra Voice Control Robot Vacuum! This high-tech marvel boasts over 32,487 ratings, an impressive 4.2 out of 5 stars, and has been purchased over 900 times in the past month. Perfect for keeping your home spotless with minimal effort, this vacuum is now available for the unbeatable price of $349.99!

Don’t miss out on this limited-time offer. Order now and let Shark AI do the work for you!


Start your free Amazon Prime trial
today and unlock unlimited streaming and more!

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: AI NEWS
Share162Share28ShareShare4ShareTweet101
Previous Post

The Legend of Zelda: Breath of the Wild – Qukah Nata Shrine: A Song of Storms (Nintendo Switch)

Next Post

Anker’s latest charger and power bank are back on sale for record-low prices

AI

AI

Explore the dynamic realm of AI, where breakthroughs and trends are shaping the future. Stay informed and see how AI is making an impact. Don’t miss the crucial updates—read the latest articles here at Techcratic.

Related Posts

Artificial Intelligence
AI

Transforming network operations with AI: How Swisscom built a network assistant using Amazon Bedrock

July 3, 2025
1.3k
Artificial Intelligence
AI

EgoDex: Learning Dexterous Manipulation from Large-Scale Egocentric Video

July 1, 2025
1.3k
Artificial Intelligence
AI

Instruction-Following Pruning for Large Language Models

June 30, 2025
1.3k
Artificial Intelligence
AI

How to Combine Streamlit, Pandas, and Plotly for Interactive Data Apps

June 27, 2025
1.3k
Artificial Intelligence
AI

Tailor responsible AI with new safeguard tiers in Amazon Bedrock Guardrails

June 26, 2025
1.3k
Artificial Intelligence
AI

Automate Data Quality Reports with n8n: From CSV to Professional Analysis

June 26, 2025
1.3k
Artificial Intelligence
AI

NewDay builds A Generative AI based Customer service Agent Assist with over 90% accuracy

June 24, 2025
1.3k
Artificial Intelligence
AI

5 Things You Need to Know About Agentic AI

June 23, 2025
1.3k
Load More
Next Post
Anker’s latest charger and power bank are back on sale for record-low prices

Anker's latest charger and power bank are back on sale for record-low prices

Your Tech Resources

  • 30 Second Tech ™
  • AI
  • App Zone ™
  • Apple
  • Ars Technica
  • CNET
  • ComputerWorld
  • Crypto News
  • Cybersecurity
  • Endgadget
  • 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

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
  • I Like Cats ™
  • I Like Dogs ™
  • MacRumors
  • Macworld
  • Tech Deals
  • Techcratic ™
  • Techs Got To Eat ™
  • Tesla
  • UFO
  • Wired