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Developments in AI Inferencing and Implications for Edge and Edge Infrastructure Processors

Publisher IDC
Published Dec 21, 2023
Length 7 Pages
SKU # IDC18395977

Description

Developments in AI Inferencing and Implications for Edge and Edge Infrastructure Processors


This IDC Market Perspective discusses different AI network types, implications for processors, key types of processors for AI, and methods for implementation. AI developments continue to change the semiconductor market. New methods for inferencing, changing bit precision for inference, new semiconductor manufacturing techniques for heterogeneous SoCs, and other developments must be taken into consideration in semiconductor design and choice."AI continues to evolve rapidly, and companies need to evaluate the development of semiconductor processors, taking new networks and the compute required into consideration," says Nina Turner, research director, IDC Enabling Technologies and Semiconductor team.

Please Note: Extended description available upon request.

Table of Contents

7 Pages
Executive Snapshot
New Market Developments and Dynamics
Types of AI Networks and Mechanisms
Feedforward Neural Networks
Recurrent Neural Networks
Convolutional Neural Networks
Generative Adversarial Networks
Attention Mechanism
Transformer Neural Networks
Graph Neural Networks
Other Compute Requirements
Parallel Processing
Memory Access
Interconnect (I/O)
Precision
Architectures Addressing the Challenges
Digital Signal Processor
Graphics Processing Unit
Neural Processing Unit
Field-Programmable Gate Array
Methods of Adding in AI Blocks
Integration
Discrete Accelerator
Multi-Die SoCs
Advice for the Technology supplier
Learn More
Related Research
Synopsis

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