인공지능과 기계학습 : TinyML

Artificial Intelligence and Machine Learning: TinyML

발행일: 2025년 09월 | 리서치사:

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

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

실용적인 장점 :

2031년까지 Tiny Machine Learning(TinyML)/임베디드 기기용 인공지능(AI) 칩셋 시장 규모(출하량 및 매출)를 파악합니다.
주요 지역 및 아키텍처(예: 신경처리장치(NPU))별 TinyML 칩셋 출하량 및 매출 성장세를 파악할 수 있습니다.
주요 이용 사례, 업종, 디바이스 유형, 아키텍처의 상대적 성장에 따른 전략을 평가합니다.

중요한 질문에 대한 답변 :

2031년까지 임베디드 기기용 AI 칩셋의 채택이 얼마나 중요해질 것인가?
각 지역별 AI 칩셋 시장은 앞으로 어떻게 발전하는가?
이 칩셋은 어떤 AI 이용 사례를 대상으로 하는가?
2031년까지 TinyML을 지배할 칩셋 아키텍처는 무엇인가?

조사 하이라이트 :

2024-2031년 TinyML 시장용 AI 칩셋 출하량 및 매출 전망
지역별, 업종별, 아키텍처별, 이용 사례별 상세 분석

이 보고서의 주요 독자층:

시장 규모와 새로운 성장 영역에 대한 더 심층 인사이트를 원하는 칩셋 공급업체들
AI의 영향을 받는 다양한 시장 대상 영업 및 마케팅 책임자
TinyML의 성장 가능성을 평가 중인 투자자들
임베디드 제품 개발 및 마케팅 담당, AI 스택 전반에 걸친 전략 담당자

도표 1　TinyML 추론 칩셋의 아키텍처별 출하 총수
도표 2　TinyML 추론 칩셋 사용 사례별 출하 총수
도표 3　TinyML 추론 칩셋 지역별 출하 총수
도표 4　TinyML 칩셋 업계 디바이스별 출하 총수
도표 5　TinyML 칩셋 벤더
도표 6　농업 분야용 TinyML 추론 칩셋의 아키텍처별 출하 총수
도표 7　농업 분야용 TinyML 추론 칩셋 사용 사례 출하 총수
도표 8　자동차용 TinyML 추론 칩셋의 아키텍처별 출하대수
도표 9　자동차 분야용 TinyML 추론 칩 사용 사례 사용 사례별 출하 총수
도표 10　셀룰러 네트워크용 TinyML 추론 칩셋의 아키텍처별 출하 총수
도표 11　셀룰러 네트워크용 TinyML 추론 칩셋 사용 사례별 출하 사용 사례
도표 12　헬스케어 분야용 TinyML 추론 칩셋의 아키텍처별 출하 총수
도표 13　헬스케어 분야용 TinyML 추론 칩셋 사용 사례별 출하 사용 사례
도표 14　제조업용 TinyML 추론 칩셋의 아키텍처별 출하 총수
도표 15　제조업용 TinyML 추론 칩 사용 사례 사용 사례별 출하 총수
도표 16　개인 상업용 디바이스용 TinyML 추론 칩셋의 아키텍처별 출하 총수
도표 17　개인 상업용 디바이스용 TinyML 추론 칩셋 사용 사례별 출하 총수
도표 18　아키텍처별 TinyML 추론 칩셋 소매 시장용 총출하 총수
도표 19　TinyML 추론 칩셋 소매 사용 사례용 사용 사례별 출하 총수
도표 20　로봇용 TinyML 추론 칩셋의 아키텍처별 출하 총수
도표 21　로봇용 TinyML 추론 칩셋 사용 사례별 출하 사용 사례
도표 22　sUAS용 TinyML 추론 칩셋의 아키텍처별 출하대수
도표 23　sUAS용 TinyML 추론 칩셋 사용 사례 출하 총수
도표 24　스마트 빌딩용 TinyML 추론 칩셋의 아키텍처별 출하 총수
도표 25　스마트 빌딩용 TinyML 추론 칩셋 사용 사례별 출하 사용 사례
도표 26　스마트 시티용 TinyML 추론 칩셋의 아키텍처별 출하 총수
도표 27　스마트 시티용 TinyML 추론 칩셋 사용 사례별 출하 총수
도표 28　스마트홈용 TinyML 추론 칩셋의 아키텍처별 출하 총수
도표 29　스마트홈용 TinyML 추론 칩셋 사용 사례별 출하 사용 사례
도표 30　운송 물류용 TinyML 추론 칩셋의 아키텍처별 출하 총수
도표 31　운송 물류용 TinyML 추론 칩셋 사용 사례 출하 총수
도표 32　유틸리티용 TinyML 추론 칩셋의 아키텍처별 출하대수
도표 33　유틸리티용 TinyML 추론 칩셋 사용 사례별 출하 총수
도표 34　웨어러블용 TinyML 추론 칩셋의 아키텍처별 출하대수
도표 35　사용 사례용 TinyML 추론 칩셋 사용 사례별 출하 총수
도표 36　XR용 TinyML 추론 칩셋의 아키텍처별 출하 총수
도표 37　XR용 TinyML 추론 칩셋 사용 사례별 출하 총수

KSA 25.11.21

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.

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

인공지능과 기계학습 : TinyML

Artificial Intelligence and Machine Learning: TinyML

실용적인 장점 :

중요한 질문에 대한 답변 :

조사 하이라이트 :

이 보고서의 주요 독자층:

목차

표

도표

Actionable Benefits:

Critical Questions Answered:

Research Highlights:

Who Should Read This?

TABLE OF CONTENTS

Tables

Charts