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[Selected Topics] Era of Machine Data: Analysis on Training and Inference Applications of AI Servers

Last Modified

2023-05-08

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PDF

Overview

Summary
The expectation that AI would introduce immense benefits to the commercial market has prompted major suppliers to engage in AI training, which yielded the demand for hardware equipment. AI is currently at the mass training phase, and applications of AI servers are still focused on training, where GPU and GPGPU serve as the cores, while ASIC and FPGA facilitate inference through specific algorithms that will improve overall computing performance.

Table of Contents
1. Perpetual AI Training under Era of Machine Data
(1) Existing AI Servers Primarily Focused on Training
(2) FPGA and ASIC Could Assist with Inference

2. Analysis on Architectures and Trends of AI Servers
(1) GPU Serves as the Core for AI Servers
(2) ASIC and FPGA to Accelerate Inference Applications
(3) Mass Data Prompts Storage Demand
(4) DPU Emerges to Strengthen Resource Allocation
(5) High Energy Consumption Amplifies Demand for Cooling

3. TRI’s View
(1) Fast Iterations of AI Models Actuates Advancement of Server Modules
(2) AI Servers Currently Focused on Training with GPU Serving as a Key Factor

＜Total Pages：12＞

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USD $200

[Selected Topics] Era of Machine Data: Analysis on Training and Inference Applications of AI Servers

Overview

Spotlight Report

[Selected Topics] Trump’s Impact on Trade and Energy Policies between China and the U.S.

[Selected Topics] AI Guides Development of Space Industry: Analysis on Applications, Challenges and Market Trends

[Selected Topics] From 2.5D to 3D: Key Processes of Hybrid Bonding and Strategies of Equipment Providers

[Selected Topics] The Development and Forecast of EV Traction Inverters and Power Semiconductors

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[Selected Topics] Challenges under Trump Tariffs 2.0: In-Depth Analysis on Effects of High Tariffs for Mexico on Taiwan ODMs’ Server Shipment

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Download Report

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Membership

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