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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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Emerging Narrow Precision Data Types for Embedded AI

ARTICLE Jul 17, 2025/6 min read

ARTICLE

Emerging Narrow Precision Data Types for Embedded AI

By Gordon Cooper, Markus Willems

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

Achieving Seamless Interoperability with 224 Gbps SerDes

ARTICLE Jul 17, 2025/8 min read

ARTICLE

Achieving Seamless Interoperability with 224 Gbps SerDes

By Madhumita Sanyal, Diwakar Kumaraswamy

Tags: AI & Machine Learning, Silicon IP Technical Bulletin, Interface IP, Consideration, HPC, Data Center, Silicon IP

Leading the Charge in High-Bandwidth Interconnects with 224G PHY IP

ARTICLE Apr 22, 2025/4 min read

ARTICLE

Leading the Charge in High-Bandwidth Interconnects with 224G PHY IP

By Magaly Sandoval-Pichardo

Tags: Data Center, AI & Machine Learning, Silicon IP Technical Bulletin, Awareness, Interface IP, HPC, Data Center, Silicon IP

Synopsys Test IO to address the High-Performance Efficient Data Transmission and Testing requirements for HPC & AI Applications

ARTICLE Apr 15, 2025/4 min read

ARTICLE

Synopsys Test IO to address the High-Performance Efficient Data Transmission and Testing requirements for HPC & AI Applications

By Lakshmi Jain, Wei-Yu Ma

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

ARTICLE Apr 15, 2024/8 min read

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 Apr 17, 2023/8 min read

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 Jan 17, 2023/9 min read

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 Jul 18, 2022/7 min read

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 Apr 17, 2022/7 min read

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 Apr 16, 2022/6 min read

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 Apr 16, 2022/8 min read

ARTICLE

What Designers Need to Know About HBM3

By Brett Murdock

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

Implementing Power Efficient Facial Detection and Recognition with ARC Processors

ARTICLE Apr 19, 2021/7 min read

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 Jan 18, 2021/7 min read

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 Jan 18, 2021/4 min read

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 Jan 17, 2021/13 min read

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 Oct 19, 2020/9 min read

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 Jul 20, 2020/4 min read

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 Apr 20, 2020/7 min read

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 Apr 20, 2020/8 min read

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 Jan 21, 2020/16 min read

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 Oct 21, 2019/7 min read

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 Oct 21, 2019/7 min read

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 Oct 20, 2019/9 min read

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 Jul 21, 2019/6 min read

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 Jul 21, 2019/6 min read

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 Apr 22, 2019/11 min read

ARTICLE

Using Nature + Nurture to Develop Artificial Intelligence SoCs

By Ron Lowman

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

ARTICLE Jan 21, 2019/9 min read

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 Jan 20, 2019/4 min read

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 Jan 19, 2019/9 min read

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 Jul 23, 2018/8 min read

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 Jul 23, 2018/6 min read

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 Jul 23, 2018/7 min read

ARTICLE

The DNA of an Artificial Intelligence SoC

By Ron Lowman

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

ARTICLE Jul 23, 2018/8 min read

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 Jul 22, 2018/8 min read

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 Jan 22, 2018/8 min read

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 Jan 22, 2018/7 min read

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 Oct 23, 2017/8 min read

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 Apr 24, 2017/10 min read

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 Jan 23, 2017/4 min read

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 Jan 23, 2017/5 min read

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 Apr 20, 2015/6 min read

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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