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AI와 기계학습 : TinyML

Artificial Intelligence and Machine Learning: TinyML

발행일: | 리서치사: 구분자 ABI Research | 페이지 정보: 영문 18 Pages | 배송안내 : 1-2일 (영업일 기준)

    
    



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한글목차
영문목차
※ 본 상품은 영문 자료로 한글과 영문 목차에 불일치하는 내용이 있을 경우 영문을 우선합니다. 정확한 검토를 위해 영문 목차를 참고해주시기 바랍니다.

이 보고서에서는 TinyML(Tiny Machine Learning) 및 임베디드 기기용 AI 칩셋의 동향을 조사하여, 출하량 추이 및 전망, 아키텍처·용도·업종·지역 등 각종 분류별 상세 분석, TinyML 칩셋 벤더의 시장 점유율 등을 정리하여 전해드립니다.

실용적인 장점:

  • 2031년까지의 Tiny Machine Learning(TinyML) 및 임베디드 기기용 AI 칩셋 시장 규모(출하량 및 매출)를 파악할 수 있습니다.
  • 주요 지역 및 아키텍처(예: 신경망 처리 장치(NPU))별로 TinyML 칩셋의 출하량과 매출이 어떻게 성장하는지 파악할 수 있습니다.
  • 주요 용도, 업종, 디바이스 유형, 아키텍처별 상대적 성장률을 바탕으로 전략을 평가할 수 있습니다.

주요 응답 항목:

  • 2031년까지 임베디드 기기에서 AI 칩셋의 도입은 어느 정도 중요해질 것인가?
  • 각 지역의 AI 칩셋 시장은 앞으로 어떻게 발전해 나가는가?
  • 이 칩셋들은 어떤 AI 용도를 목표로 하는가?
  • 2031년까지 어떤 칩셋 아키텍처가 TinyML 시장을 장악하는가?

조사 하이라이트:

  • 2024-2031년까지 TinyML 시장의 AI 칩셋 출하량 및 매출 전망
  • 지역, 산업, 아키텍처, AI 용도별 상세 내역

목차

그래프

  • TinyML 추론 칩셋 총 출하량: 아키텍처별
  • TinyML 추론 칩셋 총 출하량: 용도별
  • TinyML 추론 칩셋 총 출하량: 지역별
  • TinyML 칩셋 총 출하량: 산업 분야 및 기기별
  • TinyML 칩셋 공급업체의 시장 점유율
  • 농업용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 농업용 TinyML 추론 칩셋 총 출하량: 용도별
  • 자동차용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 자동차용 TinyML 추론 칩셋 총 출하량: 용도별
  • 셀룰러 네트워크용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 셀룰러 네트워크용 TinyML 추론 칩셋 총 출하량: 용도별
  • 헬스케어용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 헬스케어용 TinyML 추론 칩셋 총 출하량: 용도별
  • 제조업용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 제조업용 TinyML 추론 칩셋 총 출하량: 용도별
  • 개인용 및 업무용 기기의 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 개인용 및 업무용 기기의 TinyML 추론 칩셋 총 출하량: 용도별
  • 소매용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 소매용 TinyML 추론 칩셋 총 출하량: 용도별
  • 로봇용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 로봇용 TinyML 추론 칩셋 총 출하량: 용도별
  • 소형 무인 항공기(sUAS)용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 소형 무인 항공기(sUAS)용 TinyML 추론 칩셋 총 출하량: 용도별
  • 스마트 빌딩용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 스마트 빌딩용 TinyML 추론 칩셋 총 출하량: 용도별
  • 스마트 시티용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 스마트 시티용 TinyML 추론 칩셋 총 출하량: 용도별
  • 스마트홈용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 스마트홈용 TinyML 추론 칩셋 총 출하량: 용도별
  • 운송 및 물류용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 운송 및 물류용 TinyML 추론 칩셋 총 출하량: 용도별
  • 공공사업용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 공공사업용 TinyML 추론 칩셋 총 출하량: 용도별
  • 웨어러블 기기용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • 웨어러블 기기용 TinyML 추론 칩셋 총 출하량: 용도별
  • XR(확장 현실) 기기용 TinyML 추론 칩셋 총 출하량: 아키텍처별
  • XR(확장 현실) 기기용 TinyML 추론 칩셋 총 출하량: 용도별
KSA

Actionable Benefits:

  • Identify the market size (shipments and revenue) of Artificial Intelligence (AI) chipsets in Tiny Machine Learning (TinyML)/embedded devices through 2031.
  • Understand how TinyML chipset shipments and revenue will grow by key regions and architectures, e.g., Neural Processing Units (NPUs).
  • Evaluate strategy based on relative growth of key use cases, verticals and device types, and architectures.

Critical Questions Answered:

  • How significant will AI chipsets adoption be in embedded devices until 2031?
  • How will the AI chipset market for each region develop going forward?
  • Which AI use cases will these chipsets target?
  • Which chipset architecture will dominate TinyML by 2031?

Research Highlights:

  • Forecasts for AI chipset shipments and revenue in the TinyML market from 2024 to 2031.
  • Detailed breakdowns by region, vertical, architecture, and use case.

Who Should Read This?

  • Chipset vendors seeking greater insight into their market sizes and new growth areas.
  • Sales and marketing leaders in diverse markets impacted by AI.
  • Investors gauging the potential for growth in TinyML.
  • Strategists across the entire AI stack developing embedded products and marketing.

TABLE OF CONTENTS

Tables

  • Table 1 Total Shipments and Revenue of TinyML Inference Chipsets by Architecture
  • Table 2 Total Shipments and Revenue of TinyML Inference Chipsets by Use Case
  • Table 3 Total Shipments and Revenue of TinyML Inference Chipsets by Region
  • Table 4 Total Shipments and Revenue of TinyML Chipsets by VerticalDevice
  • Table 5 Total Shipments and Revenue of TinyML Inference Chipsets in Agriculture by Architecture
  • Table 6 Total Shipments of TinyML Inference Chipsets in Agriculture by Use Case
  • Table 7 Total Shipments and Revenue of TinyML Inference Chipsets in Automotive by Architecture
  • Table 8 Total Shipments of TinyML Inference Chipsets in Automotive by Use Case
  • Table 9 Total Shipments and Revenue of TinyML Inference Chipsets in Cellular Network by Architecture
  • Table 10 Total Shipments of TinyML Inference Chipsets in Cellular Network by Use Case
  • Table 11 Total Shipments and Revenue of TinyML Inference Chipsets in Healthcare by Architecture
  • Table 12 Total Shipments of TinyML Inference Chipsets in Healthcare by Use Case
  • Table 13 Total Shipments and Revenue of TinyML Inference Chipsets in Manufacturing by Architecture
  • Table 14 Total Shipments of TinyML Inference Chipsets in Manufacturing by Use Case
  • Table 15 Total Shipments and Revenue of TinyML Inference Chipsets in Personal Work Devices by Architecture
  • Table 16 Total Shipments of TinyML Inference Chipsets in Personal Work Devices by Use Case
  • Table 17 Total Shipments and Revenue of TinyML Inference Chipsets in Retail by Architecture
  • Table 18 Total Shipments of TinyML Inference Chipsets in Retail by Use Case
  • Table 19 Total Shipments and Revenue of TinyML Inference Chipsets in Robot by Architecture
  • Table 20 Total Shipments of TinyML Inference Chipsets in Robot by Use Case
  • Table 21 Total Shipments and Revenue of TinyML Inference Chipsets in sUAS by Architecture
  • Table 22 Total Shipments of TinyML Inference Chipsets in sUAS by Use Case
  • Table 23 Total Shipments and Revenue of TinyML Inference Chipsets in Smart Buildings by Architecture
  • Table 24 Total Shipments of TinyML Inference Chipsets in Smart Buildings by Use Case
  • Table 25 Total Shipments and Revenue of TinyML Inference Chipsets in Smart City by Architecture
  • Table 26 Total Shipments of TinyML Inference Chipsets in Smart City by Use Case
  • Table 27 Total Shipments and Revenue of TinyML Inference Chipsets in Smart Homes by Architecture
  • Table 28 Total Shipments of TinyML Inference Chipsets in Smart Homes by Use Case
  • Table 29 Total Shipments and Revenue of TinyML Inference Chipsets in Transport Logistics by Architecture
  • Table 30 Total Shipments of TinyML Inference Chipsets in Transport Logistics by Use Case
  • Table 31 Total Shipments and Revenue of TinyML Inference Chipsets in Utilities by Architecture
  • Table 32 Total Shipments of TinyML Inference Chipsets in Utilities by Use Case
  • Table 33 Total Shipments and Revenue of TinyML Inference Chipsets in Wearables by Architecture
  • Table 34 Total Shipments of TinyML Inference Chipsets in Wearables by Use Case
  • Table 35 Total Shipments and Revenue of TinyML Inference Chipsets in XR by Architecture
  • Table 36 Total Shipments of TinyML Inference Chipsets in XR by Use Case

Charts

  • Chart 1 Total Shipments of TinyML Inference Chipsets by Architecture
  • Chart 2 Total Shipments of TinyML Inference Chipsets by Use Case
  • Chart 3 Total Shipments of TinyML Inference Chipsets by Region
  • Chart 4 Total Shipments of TinyML Chipsets by VerticalDevice
  • Chart 5 Vendor Shares of TinyML Chipset Vendors
  • Chart 6 Total Shipments of TinyML Inference Chipsets in Agriculture by Architecture
  • Chart 7 Total Shipments of TinyML Inference Chipsets in Agriculture by Use Case
  • Chart 8 Total Shipments of TinyML Inference Chipsets in Automotive by Architecture
  • Chart 9 Total Shipments of TinyML Inference Chipsets in Automotive by Use Case
  • Chart 10 Total Shipments of TinyML Inference Chipsets in Cellular Network by Architecture
  • Chart 11 Total Shipments of TinyML Inference Chipsets in Cellular Network by Use Case
  • Chart 12 Total Shipments of TinyML Inference Chipsets in Healthcare by Architecture
  • Chart 13 Total Shipments of TinyML Inference Chipsets in Healthcare by Use Case
  • Chart 14 Total Shipments of TinyML Inference Chipsets in Manufacturing by Architecture
  • Chart 15 Total Shipments of TinyML Inference Chipsets in Manufacturing by Use Case
  • Chart 16 Total Shipments of TinyML Inference Chipsets in Personal Work Devices by Architecture
  • Chart 17 Total Shipments of TinyML Inference Chipsets in Personal Work Devices by Use Case
  • Chart 18 Total Shipments of TinyML Inference Chipsets in Retail by Architecture
  • Chart 19 Total Shipments of TinyML Inference Chipsets in Retail by Use Case
  • Chart 20 Total Shipments of TinyML Inference Chipsets in Robot by Architecture
  • Chart 21 Total Shipments of TinyML Inference Chipsets in Robot by Use Case
  • Chart 22 Total Shipments of TinyML Inference Chipsets in sUAS by Architecture
  • Chart 23 Total Shipments of TinyML Inference Chipsets in sUAS by Use Case
  • Chart 24 Total Shipments of TinyML Inference Chipsets in Smart Buildings by Architecture
  • Chart 25 Total Shipments of TinyML Inference Chipsets in Smart Buildings by Use Case
  • Chart 26 Total Shipments of TinyML Inference Chipsets in Smart City by Architecture
  • Chart 27 Total Shipments of TinyML Inference Chipsets in Smart City by Use Case
  • Chart 28 Total Shipments of TinyML Inference Chipsets in Smart Homes by Architecture
  • Chart 29 Total Shipments of TinyML Inference Chipsets in Smart Homes by Use Case
  • Chart 30 Total Shipments of TinyML Inference Chipsets in Transport Logistics by Architecture
  • Chart 31 Total Shipments of TinyML Inference Chipsets in Transport Logistics by Use Case
  • Chart 32 Total Shipments of TinyML Inference Chipsets in Utilities by Architecture
  • Chart 33 Total Shipments of TinyML Inference Chipsets in Utilities by Use Case
  • Chart 34 Total Shipments of TinyML Inference Chipsets in Wearables by Architecture
  • Chart 35 Total Shipments of TinyML Inference Chipsets in Wearables by Use Case
  • Chart 36 Total Shipments of TinyML Inference Chipsets in XR by Architecture
  • Chart 37 Total Shipments of TinyML Inference Chipsets in XR by Use Case
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