Thursday, April 18, 2024

Explore More

A new generation of RTX 4090/4080 iGame...

The Colorful GeForce RTX 4090 and RTX 4080 Vulcan White Limited Edition Graphics Cards are now available. World-renown manufacturer Colorful Technology Company Limited is excited...

AMD Radeon RX 6750 XT Testing Begins...

AMD Radeon RX 6750 XT graphics card is already being tested Still, there is no data about the review samples being shipped, but the AMD's...

G.SKILL Trident Z5 | DDR5 RAM With...

G.SKILL is going to launch the fastest DDR5 RAM very soon. It will deliver extreme performance for PC enthusiasts, gamers, and overclockers. Let's see...

PowerColor Hellhound RX 6700 XT Is Ready...

Powercolor, the popular GPU board partner is going to launch the PowerColor Hellhound graphics card Series. It will available soon with the Red Devil...

Gigabyte Launched AORUS RTX 3080 XTREME WATERFORCE...

AORUS GeForce RTX 3080 XTREME WATERFORCE WB 10G GIGABYTE recently launched RTX 3080 XTREME WATERFORCE WB 10G graphics card. It is equipped with a high-performance...

Colorful Launched 2 Video Cards Specifically Designed...

In the current times of Graphics card scarcity, The well known GPU Card vendor, Colorful launched two category specific cards. These cards are being...

G.SKILL Declare ENKI Series AIO CPU Cooling...

What is the news on the ENKI series AIO by G.SKILL? Global leaders in extreme performance gaming and memory peripheral manufacture, G. SKILL International Enterprise...

COMPUTEX 2021, Return In Physical Showcase From...

What's the story surrounding COMPUTEX 2021? COMPUTEX 2021 International Online Press Conference started yesterday, uncovering the leading ICT tradeshow in line to return in physical...

MSI GS76 Stealth With GeForce RTX 30...

What is the news surfacing about MSI GS76 Stealth? This year, no upgrade was provided to GS75 design, by MSI, for the 10th Generation Core...

Intel Optane Announced at 2020 Event: Next-Gen...

What is the news regarding Intel Optane? Yesterday, at Intel's Memory and Storage 2020 episode, the organization featured six new storage and memory items to...

Intel NUC 11 Performance Details With Tiger-Lake...

What's the story involving NUC 11 Performance? The details involving NUC 11 code-named 'Panter Canyon' have at long last been uncovered. A separate sheet containing...

Geekbench Unveils Intel Xe GPU Having 128...

What is news involving Intel Xe GPU having 128 Execution Units? APISAK has found a brand-new entry in the Geekbench database that features Intel Xe discrete...

Cities: Skylines, Available Free For a Limited...

Is Cities Skylines really free? Cities: Skylines, a city-building game, released in 2015, was shockingly good at that starting, and years after its development. It...

9 Best CPU Cooler For Your Gaming...

There is no debate among the users regarding the importance of a “best CPU cooler” while building your pc. When are you thinking of...

Top 10 AMD Motherboards Which You Can...

Elite brands like ASUS, Gigabyte, and MSI have developed the top 10 AMD motherboards for AMD’s latest Ryzen 5000 Series CPUs. The X570 carries...

Top 10 CPU Under $500 That Can...

The CPU is the brain of any computer. If you are a gamer or streamer or even a content creator, who is looking to...

Top 10 Intel Motherboards That Are Right...

You can purchase costly GPU and CPU, but the foundation of your PC has to be strong to make them work together rightly. And...

Top 10 Graphics Cards To Buy For...

The graphics card is easily the heart of a gaming PC as well as a content-creation PC. A single graphics card cannot serve all...

MSI Exhibits Curve Optimizer By AMD On...

What is the latest news on AMD Curve Optimizer? A new feature named AMD Curve Optimizer is about to be released with an AGESA firmware...

Colorful RTX 3090 Neptune OC Launched

Colorful RTX 3090 Neptune OC liquid cooling? Colorful has sunk their GeForce RTX 3090 in water. The RTX 3090 iGame Neptune OC has a liquid-cooling...

Intel 500 Series Motherboards Coming In January...

What is the news on Intel 500 Series Motherboards? Intel 500 series motherboards will be revealed on January 11th. The exact day Intel has a...

Eisblock Water Blocks by Alphacool, Declared For...

What is the news involving Eisblock Aurora Acryl? PowerColor Red Devil graphics cards receive Eisblock Aurora Acryl GPX-N block, submitted by Alphacool. Due to the...

UL Declares Termination Of Various Benchmarks Including...

What is news regarding 3DMark Sky Diver and others? Benchmarks do not have extended longevity. They expire if they are unable to produce correct results...

NVIDIA GeForce RTX 30 Series For Next-Gen...

What is the news regarding NVIDIA GeForce RTX 30 Series? NVIDIA plans to conduct a press conference on January 12, the following day of CES...

TEAMGROUP DDR5 Memory Being Verified Reportedly |...

What is the news regarding TEAMGROUP DDR5 memory? A worldwide pioneer in computer memory, TEAMGROUP, has quickly reacted to growing market demand involving DRAM technology....

Vulkan Ray Tracing SDK (1.2.162.0) By Khronos...

What are the developments on Vulkan Ray Tracing by Khronos? The Khronos® Group, an open organization of industry-driving organizations making progressed co-action guidelines, reports that LunarG...

NVIDIA RTX A6000 Graphics Card Is Obtainable...

What the story regarding RTX A6000? NVIDIA declared it would dispatch two executive items dependent on Ampere GPUs: A40 and RTX A6000 were to include...

Corsair Hydro X Series For RTX 30...

What is news regarding Corsair's Hydro X Series? One of the world's leading gaming component and peripherals manufacturer, CORSAIR, declared the prompt accessibility of various...

AMD Ryzen 7 5800H To Be 200-400...

What is the latest News on AMD Ryzen 7 5800H? Geekbench has inadvertently spilled the latest benchmark scores of AMD Ryzen 7 5800H processors. The...

Nvidia RTX 3080 Ti Launch Delayed, RTX 3060...

NVIDIA RTX 3080 Ti: What are the latest developments? Nvidia RTX 3080 Ti Specs NVIDIA RTX 3080 Ti graphics card, which was planned to be released,...

Gigabyte RX 6800 XT Pricing Revealed |...

What is the news regarding Gigabyte RX 6800 XT? Gigabyte RX 6800 XT price Gigabyte, while hosting an event to launch their custom version of the...

EMTEK RTX 3070 MIRACLE: A Powerhouse of...

What is EMTEK RTX 3070 MIRACLE? EMTEK, a South Korean graphics card, has launched a phenomenal graphics card in their Miracle series, introduced two years...

BIOSTAR B550M SILVER Motherboards Announced To Challenge...

What is the news on BIOSTAR B550M SILVER? BIOSTAR has announced their latest motherboard designed for occasional users and avid gamers, the B550M SILVER. It...

Cyberpunk 2077’s Developers, CD Projekt Red Issues...

What does the statement of CDPR regarding Cyberpunk 2077 say? Since its launch, last week, one of the most anticipated titles of 2020, Cyberpunk 2077,...

Intel Rocket Lake-S CPU Core i9 Leaked,...

What is the news regarding Rocket Lake-S CPU? The Rocket Lake-S CPU, a flagship product of Intel, was leaked by the “Ashes of the Singularity”...

XFX RX 6900 XT MERC319 Is Ready...

What is the news regarding XFX RX 6900 XT MERC319? XFX RX 6900 XT Specs After the THICC series' enormous success, XFX has disclosed its genuine...

ZOTAC RTX 3080 Trinity And RTX 3070...

What are the news regarding RTX 3080 Trinity And RTX 3070 Twin Edge models? ZOTAC has recently made a formal declaration of their latest product,...

ASUS latest ROG Zephyrus Duo 15 SE...

The Zephyrus DUO comes from ASUS's ROG line-up's topmost tier, judging its specifications, design, and pricing. The laptop presents an exclusive design containing two...

ASUS TUF A17 Gaming Notebook With Ryzen...

A premature listing of gaming laptops has revealed ASUS TUF A17 Gaming (FA706QM) laptops. It is an inaugural laptop with a 17-inch display, AMD...

Cyberpunk 2077, On Linux, From The Get...

What is the news about "Linux Cyberpunk 2077"? Although Cyberpunk 2077 will support DirectX 12 and Vulkan APIs, it has been reported that Vulkan APIs...

New Era of AMD Machine Learning | Choose the Intelligent GPU for 2021

Advertisement




Introduction to AMD Machine Learning

AMD is new in the Game of Machine Learning; established companies like Apple and Microsoft are doing it for years on their devices. We will discuss how AMD uses the new AMD Machine Learning Algorithm through the Neural Network to get precise and intelligent output in their processors.




What is Machine Learning

AMD-Machine-Learning-3

Machine Learning is the algorithm of learning how to process data input logically so that execution time is lesser and output is precise. This system retains the process over time through human feedback and tries to rectify its output based on previous experience.

So basically, a system that learns from its mistake can be defined as machine learning, but it depends on the human input of what is right and what is wrong, so it can rectify itself on future executions when it is doing a similar type of works.

AMD-Machine-Learning-1

Deep learning

Deep Learning is a part of machine learning that is more efficient and does not depend on user input to learn. This self-learning algorithm is more evolved and is used in all systems in Artificial Intelligence like Satellite Street mapping, a Car navigation system, Robotics, etc.

Deep learning actually follows human learning to understand how the human brain recognizes sets of data and process them according to their datasets.

AMD-Machine-Learning-2

Human Learning

This is how humans learn to execute inputs to produce intelligent output. Machines also try to follow a similar process to process large sets of data. Although humans can process data at a complexity, which is not even 10% achieved by machines yet, machines have the advantage to process huge amounts of data at a time.

Like humans use the central nervous system to take data input, a process in their brain, similarly machines rely on a system called neural networks to classify data to separate sections and categories.

Neural Networks

AMD-Machine-Learning-7

This is an algorithm that detects specific patterns or sets on which data can be classified. AMD Machine Learning uses a Deep Neural Network to process large data. Previously AMD used infinity fabric to provide this result.

How Machine Learning Works

Understanding Instructions

First, Machine learning tries to separate a large group of data based on a set of instructions; a deep neural network is used in processors in AMD Machine Learning.




Improving with Feedback

Next, the system receives feedback from humans on how to improve the execution and follow that next time when it process and executes data.

AMD & Machine Learning

AMD-Machine-Learning-9

Keras AMD Machine Bridge

Keras is an API used for humans to execute any system with minimum user inputs. AMD machine learning uses the same principle to process data from human input through handles like Plaid ML etc.

AMD Machine Learning Algorithm

AMD Machine learning is the system AMD developed for its chips to process a large set of data and learn to execute them more efficiently as the time progresses. But mostly deep learning part of the machine learning is used in AMD Machine learning through neural networks.

Pytorch AMD GPU

Pytorch is an open source library developed by Facebook that contains codes and functions for machine learning & natural language processing. AMD hardware is using the ROCm platform to connect between AMD devices and Pytorch.

AMD-Machine-Learning-8

AMD Machine Learning through Tensorflow

Tensorflow is a math based open source library used in Machine Learning through neural networks. AMD Machine learning use ROCm to provide Tensorflow backend support through MIOpen and MIVisionX libraries and provide maximum computer power.

AMD Machine Learning CPU

AMD EPYC 7002 Series Server minded processor is one of the few that use the AMD Machine Learning algorithm effectively to reduce execution time as well as maximizing performance. This is a 64 Core processor that has already been awarded for excelling in many industry leading results.

AMD-Machine-Learning-4

AMD Machine Learning GPU

AMD Instinct™ MI50 with TSMC 7nm FinFET Chipset is the best in this segment from AMD that uses ROCm for the Deep Learning algorithm. This is a graphics card used in natural engines & machine learning rather than gaming in a Desktop Computer. It supports Open GL, Apple’s Open CL & Vulcan through the ROCm ecosystem to deliver superior accuracy & speed.

AMD-Machine-Learning-6

AMD Deep Learning 2020

AMD has made breakthroughs with its AMD Radeon Instinct™ MI series GPUs since its in the market with deep learning technology. The ROCm technology has made it possible to interact with libraries such as Pytorch & Tensorflow, and the GPUs have provided solutions for machine learning.

To date, deep learning technology has set many records for AMD as well as been used in many industries leading devices and systems. Tesla recently hired AMD engineers to teach their cars autopilot technology through AMD Machine Learning.

Nvidia Vs. AMD Machine Learning

Nvidia has been the industry leader so far with Nvidia-specific libraries called CUDA and cuDNN, which helped Graphics cards for machine learning & deep learning. However, with the introduction of ROCm, the platform to use Pytorch & Tensorflow libraries, the ground is being more solid for AMD Machine Learning technology.



FAQ. on AMD Machine Learning

Is AMD Ryzen good in the field of deep learning?

Ryzen is not a suitable processor for deep learning; AMD Epyc Series Server processors are optimized to provide results with deep learning technology. Even if you buy threadripper 1920x that will not solve the purpose. 

How to install Keras with an AMD GPU?

You can use ML libraries like PlaidML to use Keras with an AMD GPU

How to train deep learning with a local GPU?

Local GPU is not equipped with the technology for

Should I buy a Mac for machine learning?

Yes, MAC can be used for machine learning technology as apple is one of the pioneers in this field.

What is currently the best GPU for deep learning?

AMD Radeon Instinct™ MI50 Accelerator is one of the best GPUs from the AMD lineup to be used for AMD Deep Learning.

AMD-Machine-Learning-5

Is AMD Ryzen good in the field of deep learning?

It was not before, but recently with the ROCm platform, AMD Ryzen can be used for deep learning. However, it is not a processor optimized for this job and will not deliver the desired result.

Why is AMD so behind NVIDIA?

AMD started late in the run, and previously they did not have any support for Pytorch & Tensorflow libraries; that’s why it was lagging behind all the time before.

Can I run the TensorFlow code in Radeon graphics?

Yes, you can, through PlaidML or a similar platform. However, you will need proper AMD Machine learning optimized GPU like AMD Radeon Instinct™ MI50 Accelerator to implement this correctly.

Conclusion

So far, we have discussed how AMD is one key player nowadays in the field of Machine Learning & Deep learning day by day. They have released server processors, Graphics Cards, and now a whole new lineup of Ryzen Threadripper is waiting to be released with deep learning technology to take them ahead of the game.

If you have a further interest in this topic or have any queries about this topic, please post a comment here; we will be happy to reply to all your comments regarding this topic here.

Footnotes

  1. Michael Pecht, Artificial Intelligence Trends Based on the Patents, in IEEE Access, vol. 8, 2020
  2. AMD Blogs, Making Sense out of Machine Learning and Deep Learning, in AMD Website, dated 14th July 2018
Advertisement




Related News

A new generation of RTX 4090/4080 iGame Vulcan White...

The Colorful GeForce RTX 4090 and RTX 4080 Vulcan White Limited Edition Graphics Cards are now available. World-renown manufacturer Colorful Technology Company Limited is excited...

AMD Radeon RX 6750 XT Testing Begins Before Ready...

AMD Radeon RX 6750 XT graphics card is already being tested Still, there is no data about the review samples being shipped, but the AMD's...

G.SKILL Trident Z5 | DDR5 RAM With Fastest Speed...

G.SKILL is going to launch the fastest DDR5 RAM very soon. It will deliver extreme performance for PC enthusiasts, gamers, and overclockers. Let's see...

PowerColor Hellhound RX 6700 XT Is Ready To Launch

Powercolor, the popular GPU board partner is going to launch the PowerColor Hellhound graphics card Series. It will available soon with the Red Devil...

Gigabyte Launched AORUS RTX 3080 XTREME WATERFORCE WB 10G...

AORUS GeForce RTX 3080 XTREME WATERFORCE WB 10G GIGABYTE recently launched RTX 3080 XTREME WATERFORCE WB 10G graphics card. It is equipped with a high-performance...

Colorful Launched 2 Video Cards Specifically Designed for Internet...

In the current times of Graphics card scarcity, The well known GPU Card vendor, Colorful launched two category specific cards. These cards are being...

LEAVE A REPLY

Please enter your comment!
Please enter your name here

Recent News

A new generation of RTX 4090/4080 iGame Vulcan White GPU is announced by Colorful

The Colorful GeForce RTX 4090 and RTX 4080 Vulcan White Limited Edition Graphics Cards are now available. World-renown manufacturer Colorful Technology Company Limited is excited...

AMD Radeon RX 6750 XT Testing Begins Before Ready To Launch

AMD Radeon RX 6750 XT graphics card is already being tested Still, there is no data about the review samples being shipped, but the AMD's...

G.SKILL Trident Z5 | DDR5 RAM With Fastest Speed 6600 CL36 Is Ready To Launch

G.SKILL is going to launch the fastest DDR5 RAM very soon. It will deliver extreme performance for PC enthusiasts, gamers, and overclockers. Let's see...

PowerColor Hellhound RX 6700 XT Is Ready To Launch

Powercolor, the popular GPU board partner is going to launch the PowerColor Hellhound graphics card Series. It will available soon with the Red Devil...

Gigabyte Launched AORUS RTX 3080 XTREME WATERFORCE WB 10G | A GPU With A Perfect Cooling System

AORUS GeForce RTX 3080 XTREME WATERFORCE WB 10G GIGABYTE recently launched RTX 3080 XTREME WATERFORCE WB 10G graphics card. It is equipped with a high-performance...

Latest News

A new generation of RTX 4090/4080 iGame Vulcan White GPU is announced by Colorful

The Colorful GeForce RTX 4090 and RTX 4080 Vulcan White Limited Edition Graphics Cards are now available. World-renown manufacturer Colorful Technology Company Limited is excited...

AMD Radeon RX 6750 XT Testing Begins Before Ready To Launch

AMD Radeon RX 6750 XT graphics card is already being tested Still, there is no data about the review samples being shipped, but the AMD's...

G.SKILL Trident Z5 | DDR5 RAM With Fastest Speed 6600 CL36 Is Ready To Launch

G.SKILL is going to launch the fastest DDR5 RAM very soon. It will deliver extreme performance for PC enthusiasts, gamers, and overclockers. Let's see...

PowerColor Hellhound RX 6700 XT Is Ready To Launch

Powercolor, the popular GPU board partner is going to launch the PowerColor Hellhound graphics card Series. It will available soon with the Red Devil...

Gigabyte Launched AORUS RTX 3080 XTREME WATERFORCE WB 10G | A GPU With A Perfect Cooling System

AORUS GeForce RTX 3080 XTREME WATERFORCE WB 10G GIGABYTE recently launched RTX 3080 XTREME WATERFORCE WB 10G graphics card. It is equipped with a high-performance...