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AI & Machine Learning

Our AI and Machine Learning experts share insights on how AI-driven chip design and verification technologies can accelerate your productivity in delivering silicon solutions that meet stringent power, performance, and area (PPA) targets.

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Writers

Top Writers

Gordon Cooper

Ron Lowman

Synopsys ARC AI Processor IP Team

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ARTICLE

8 min read/Apr 15, 2024

ARTICLE

Generative AI for the Edge

By Gordon Cooper

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

AI Can See Clearly Now the Noise Has Gone - An Emerging Use-Case for Synopsys IP in Real-Time Video Enhancement

ARTICLE

8 min read/Apr 17, 2023

ARTICLE

AI Can See Clearly Now the Noise Has Gone - An Emerging Use-Case for Synopsys IP in Real-Time Video Enhancement

By Oren Debbi

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Combining Neural Network Processors and DSPs to Achieve the Best AI Performance

ARTICLE

9 min read/Jan 17, 2023

ARTICLE

Combining Neural Network Processors and DSPs to Achieve the Best AI Performance

By Gordon Cooper

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Embracing Transformers for Real-Time Vision Processing

ARTICLE

7 min read/Jul 18, 2022

ARTICLE

Embracing Transformers for Real-Time Vision Processing

By Gordon Cooper

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

The Evolution of Neural Processing for Embedded Applications

ARTICLE

7 min read/Apr 17, 2022

ARTICLE

The Evolution of Neural Processing for Embedded Applications

By Gordon Cooper

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Can Chips Keep Up with AI Algorithms at the Edge?

ARTICLE

6 min read/Apr 16, 2022

ARTICLE

Can Chips Keep Up with AI Algorithms at the Edge?

By Ron Lowman

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Silicon IP

ARTICLE

8 min read/Apr 16, 2022

ARTICLE

What Designers Need to Know About HBM3

By Brett Murdock

Tags: Multi-Die System, Data Center, AI & Machine Learning, Silicon IP Technical Bulletin, Interface IP, Silicon IP

Implementing Power Efficient Facial Detection and Recognition with ARC Processors

ARTICLE

7 min read/Apr 19, 2021

ARTICLE

Implementing Power Efficient Facial Detection and Recognition with ARC Processors

By Gordon Cooper

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Why In-Memory Computing Will Disrupt Your AI SoC Development

ARTICLE

7 min read/Jan 18, 2021

ARTICLE

Why In-Memory Computing Will Disrupt Your AI SoC Development

By Ron Lowman

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Foundation IP, Processor Solutions, Silicon IP

Harnessing Machine Learning for Embedded Edge Systems

ARTICLE

4 min read/Jan 18, 2021

ARTICLE

Harnessing Machine Learning for Embedded Edge Systems

By Kavitha Prasad

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Hardware Aware Training for Power-Efficient Keyword Spotting on General Purpose and Specialized Hardware

ARTICLE

13 min read/Jan 17, 2021

ARTICLE

Hardware Aware Training for Power-Efficient Keyword Spotting on General Purpose and Specialized Hardware

By Aaron R. Voelker, Benjamin Morcos, Chris Eliasmith, Gurshaant Malik, Peter Blouw

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Enhance Image! Real-time Super Resolution with ARC EV Processor IP

ARTICLE

9 min read/Oct 19, 2020

ARTICLE

Enhance Image! Real-time Super Resolution with ARC EV Processor IP

By Gordon Cooper

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Silicon IP

Selecting Memory Architectures for AI SoCs

ARTICLE

4 min read/Jul 20, 2020

ARTICLE

Selecting Memory Architectures for AI SoCs

By Jamil Kawa

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Foundation IP, Silicon IP

Estimating Power Early & Accurately for Smart Vision SoCs

ARTICLE

7 min read/Apr 20, 2020

ARTICLE

Estimating Power Early & Accurately for Smart Vision SoCs

By Diego Gonzalez Montes, Derya Eker

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Emulation, Energy-Efficient SoCs, Processor Solutions, Silicon IP, Verification

Using Artificial Intelligence to Harness the Coming Data Explosion

ARTICLE

8 min read/Apr 20, 2020

ARTICLE

Using Artificial Intelligence to Harness the Coming Data Explosion

By Synopsys ARC High-Performance Processor Solutions Team

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

How AI in Edge Computing Drives 5G and the IoT

ARTICLE

16 min read/Jan 21, 2020

ARTICLE

How AI in Edge Computing Drives 5G and the IoT

By Ron Lowman

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, 5G Wireless, Silicon IP

Implementing Low-Power Machine Learning for Smart IoT Applications

ARTICLE

7 min read/Oct 21, 2019

ARTICLE

Implementing Low-Power Machine Learning for Smart IoT Applications

By Pieter van der Wolf

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Internet of Things, Energy-Efficient SoCs, Processor Solutions, Silicon IP

Designing Neural Network Architectures for Different Applications: From Facial Landmark Tracking to Lane Departure Warning System

ARTICLE

7 min read/Oct 21, 2019

ARTICLE

Designing Neural Network Architectures for Different Applications: From Facial Landmark Tracking to Lane Departure Warning System

By YiTa Wu

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Computer Vision: From the Lab to Your Life

ARTICLE

9 min read/Oct 20, 2019

ARTICLE

Computer Vision: From the Lab to Your Life

By Gordon Cooper

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Designing Artificial Intelligence and Security into High-Performance SSDs

ARTICLE

6 min read/Jul 21, 2019

ARTICLE

Designing Artificial Intelligence and Security into High-Performance SSDs

By Synopsys ARC EM Processor IP for SSD Team

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Leveraging Video Games for Training Self-Driving Cars

ARTICLE

6 min read/Jul 21, 2019

ARTICLE

Leveraging Video Games for Training Self-Driving Cars

By Robert Laganière

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Automotive, Silicon IP

Using Nature + Nurture to Develop Artificial Intelligence SoCs

ARTICLE

11 min read/Apr 22, 2019

ARTICLE

Using Nature + Nurture to Develop Artificial Intelligence SoCs

By Ron Lowman

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Silicon IP

ARTICLE

9 min read/Jan 21, 2019

ARTICLE

A Solid Foundation for AI-Powered SoCs

By Synopsys Foundation IP for AI Team

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Foundation IP, Processor Solutions, Silicon IP

High Accuracy Computer Vision with ISPs and Vision Processors

ARTICLE

4 min read/Jan 20, 2019

ARTICLE

High Accuracy Computer Vision with ISPs and Vision Processors

By Gordon Cooper

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Silicon IP

Visualizing OpenVX to Optimize Vision Applications

ARTICLE

9 min read/Jan 19, 2019

ARTICLE

Visualizing OpenVX to Optimize Vision Applications

By Johan Kraft

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Silicon IP

Building Efficient Deep Learning Accelerators from the Foundation Up

ARTICLE

8 min read/Jul 23, 2018

ARTICLE

Building Efficient Deep Learning Accelerators from the Foundation Up

By Synopsys Foundation IP for Embedded Vision Team

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Foundation IP, Silicon IP

Hardware Mathematics for Artificial Intelligence

ARTICLE

6 min read/Jul 23, 2018

ARTICLE

Hardware Mathematics for Artificial Intelligence

By John Swanson

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, SoC Infrastructure IP, Silicon IP

The DNA of an Artificial Intelligence SoC

ARTICLE

7 min read/Jul 23, 2018

ARTICLE

The DNA of an Artificial Intelligence SoC

By Ron Lowman

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

ARTICLE

8 min read/Jul 23, 2018

ARTICLE

Why AI Needs Security

By Dana Neustadter

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Security IP, Silicon IP

Augmenting Your Reality with Deep Learning

ARTICLE

8 min read/Jul 22, 2018

ARTICLE

Augmenting Your Reality with Deep Learning

By Gordon Cooper

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Embedding Artificial Intelligence into Our Lives

ARTICLE

8 min read/Jan 22, 2018

ARTICLE

Embedding Artificial Intelligence into Our Lives

By Synopsys ARC AI Processor IP Team

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Implementing High-Performance Deep Learning within Power Budget

ARTICLE

7 min read/Jan 22, 2018

ARTICLE

Implementing High-Performance Deep Learning within Power Budget

By Gordon Cooper

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Easing Smart Automotive Design and Certification with High-Performance Processors for Safety-Critical Applications

ARTICLE

8 min read/Oct 23, 2017

ARTICLE

Easing Smart Automotive Design and Certification with High-Performance Processors for Safety-Critical Applications

By Synopsys ARC Functional Safety Processor IP Team

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Automotive, Processor Solutions, Silicon IP

The Evolution of Deep Learning for ADAS Applications

ARTICLE

10 min read/Apr 24, 2017

ARTICLE

The Evolution of Deep Learning for ADAS Applications

By Gordon Cooper

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Automotive, Processor Solutions, Silicon IP

Advanced Processors Enable Seamless Human-Machine Interfaces for Virtual Reality

ARTICLE

4 min read/Jan 23, 2017

ARTICLE

Advanced Processors Enable Seamless Human-Machine Interfaces for Virtual Reality

By Synopsys ARC AI Processor IP Team

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Facial Expression Analysis with Deep Learning & Computer Vision

ARTICLE

5 min read/Jan 23, 2017

ARTICLE

Facial Expression Analysis with Deep Learning & Computer Vision

By Gordon Cooper

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

Embedding Vision in Next-Generation SoCs

ARTICLE

6 min read/Apr 20, 2015

ARTICLE

Embedding Vision in Next-Generation SoCs

By Synopsys ARC EV Processor IP Team

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Processor Solutions, Silicon IP

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