Future Scenarios and Design
AI Chip Market Evolution Part 2: Edge AI Training, Inference and Market Trends
Introduction to Part 2 Following our previous discussion on the cloud AI training and inference market, this article will focus on the on-premises AI chip market for training and inference. Compared to the cloud market, on-premises AI solutions offer distinct advantages in low latency and data privacy. As emerging applications such as autonomous vehicles and smart devices grow, on-premises AI training and inference are expected to be key drivers of future market expansion. This article
AI Chip Market Evolution Part 1: Cloud AI Training and Inference
Executive Summary The AI chip market is undergoing significant transformations, which can be understood through two key dimensions: deployment environments (cloud vs. edge) and market segments (training vs. inference). Cloud-based training currently dominates the market and is expected to maintain strong growth in the future. Training is critical for AI model development, requiring immense computational power to process vast amounts of data, which is why it is primarily concentrated in cloud data centers. NVIDIA is