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시장보고서
상품코드
1575260
소규모 언어 모델 시장 규모, 점유율, 동향 분석 리포트 : 기술별, 도입별, 용도별, 지역별, 부문 예측(2024-2030년)Small Language Model Market Size, Share & Trends Analysis Report By Technology, By Deployment (Cloud, On-premises, Hybrid), By Application, By Region, And Segment Forecasts, 2024 - 2030 |
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소규모 언어 모델 시장 규모와 동향 :
소규모 언어 모델 시장 규모는 2023년에 77억 6,000만 달러에 달하며, 2024-2030년에 15.6%의 CAGR로 성장할 것으로 예측됩니다.
기업이 생성형 AI의 복잡성을 관리함에 따라 소규모 언어 모델은 능력과 실용성의 균형을 맞추는 유망한 솔루션을 제공합니다. 이러한 모델은 AI 기술의 중요한 발전을 보여 주며, 기업이 AI의 힘을 보다 통제되고 효율적이며 맞춤화된 방식으로 활용할 수 있는 방법을 제공합니다. 소규모 언어 모델 기술의 지속적인 개선과 혁신은 기업 AI 솔루션의 미래에 큰 영향을 미칠 것으로 예상됩니다.
소규모 언어 모델(SLM)은 대규모 모델의 수십억 개에 비해 일반적으로 수천만에서 수억 개에 이르는 적은 수의 제한을 전략적으로 사용한다는 점에서 차별화됩니다. 이러한 의도적인 설계는 강력한 언어적 아이디어와 생성 능력을 유지하면서 계산 효율성과 작업별 성능을 향상시키며, 지식 추출, 모델 압축, 전이 학습과 같은 주요 기술은 SLM을 최적화하는 데 필수적입니다. 이러한 기술은 대규모 모델의 광범위한 지식을 보다 집중적인 도메인별 툴로 추출하여 SLM이 높은 성능을 유지하면서 정확하고 효과적인 용도를 제공할 수 있도록 돕습니다.
목차
제1장 조사 방법과 범위
제2장 개요
제3장 소규모 언어 모델 시장 변수, 동향, 범위
- 시장 서론/계통 전망
- 시장 역학
- 시장 성장 촉진요인 분석
- 시장 성장 억제요인 분석
- 업계의 기회
- 업계의 과제
- 소규모 언어 모델 시장 분석 툴
- Porter의 산업 분석
- PESTEL 분석
제4장 소규모 언어 모델 시장 : 기술 추정·동향 분석
- 부문 대시보드
- 소규모 언어 모델 시장 : 기술 변동 분석, 백만 달러, 2023년·2030년
- 딥러닝 기반
- 기계학습 기반
- 룰 베이스 시스템
제5장 소규모 언어 모델 시장 : 도입 추정·동향 분석
- 부문 대시보드
- 소규모 언어 모델 시장 : 도입 변동 분석, 백만 달러, 2023년·2030년
- 클라우드
- 온프레미스
- 하이브리드
제6장 소규모 언어 모델 시장 : 용도 추정·동향 분석
- 부문 대시보드
- 소규모 언어 모델 시장 : 용도 변동 분석, 백만 달러, 2023년·2030년
- 소비자용 용도
- 기업용 용도
- 헬스케어
- 금융
- 소매
- 법무
- 기타
제7장 소규모 언어 모델 시장 : 지역 추정·동향 분석
- 소규모 언어 모델 시장 점유율, 지역별, 2023년·2030년, 백만 달러
- 북미
- 미국
- 캐나다
- 멕시코
- 유럽
- 영국
- 독일
- 프랑스
- 아시아태평양
- 중국
- 일본
- 인도
- 한국
- 호주
- 라틴아메리카
- 브라질
- 중동 및 아프리카
- 사우디아라비아
- 아랍에미리트
- 남아프리카공화국
제8장 경쟁 구도
- 최근 동향과 영향 분석 : 주요 시장 참여 기업별
- 기업 분류
- 기업의 시장 포지셔닝
- 기업의 시장 점유율 분석
- 기업 히트맵 분석
- 전략 지도제작
- 확대
- 합병과 인수
- 파트너십과 협업
- 신제품의 발매
- 연구개발
- 기업 개요
- Meta AI
- Microsoft
- Salesforce AI
- Alibaba
- Mosaic ML
- Technology Innovation Institute(TII)
- Hugging Face
Small Language Model Market Size & Trends:
The small language model market size was estimated at USD 7.76 billion in 2023 and is projected to grow at a CAGR of 15.6% from 2024 to 2030. As businesses manage the complexities of generative AI and small language model are provide promising solution that strikes a balance between capability and practicality. These models mark an important advancement in AI technology, providing companies with a way to leverage AI's power in a more controlled, efficient, and customized manner. The continuous improvements and innovations in small language model technology are expected to influence the future of enterprise AI solutions significantly.
Small Language Models (SLMs) stand out due to their strategic use of fewer limitations, normally varying from tens to hundreds of millions, compared to the billions found in larger models. This deliberate design boosts computational efficiency and task-specific performance while preserving strong language conception and generation abilities. Key techniques such as knowledge distillation, model compression, and transfer learning are crucial for optimizing SLMs. These methods help extract the extensive knowledge of larger models into a more focused and domain-specific tool, allowing SLMs to deliver precise and effective applications while maintaining high performance.
Global Small Language Model Market Report Segmentation
This report forecasts revenue growth at global, regional, and country levels and provides an analysis of the latest industry trends in each of the sub-segments from 2018 to 2030. For this study, Grand View Research has segmented the global small language model market report based on technology, deployment, application, and region:
- Technology Outlook (Revenue, USD Million, 2018 - 2030)
- Deep Learning Based
- Machine Learning based
- Rule based system
- Deployment Outlook (Revenue, USD Million, 2018 - 2030)
- Cloud
- On-premises
- Hybrid
- Application Outlook (Revenue, USD Million, 2018 - 2030)
- Consumer Applications
- Enterprise Applications
- Healthcare
- Finance
- Retail
- Legal
- Others
- Regional Outlook (Revenue, USD Million, 2018 - 2030)
- North America
- U.S.
- Canada
- Europe
- Germany
- UK
- France
- Asia Pacific
- China
- Japan
- India
- South Korea
- Australia
- Latin America
- Brazil
- Mexico
- Middle East and Africa (MEA)
- Kingdom of Saudi Arabia
- UAE
- South Africa
Table of Contents
Chapter 1. Methodology and Scope
- 1.1. Market Segmentation and Scope
- 1.2. Market Definitions
- 1.3. Research Methodology
- 1.3.1. Information Procurement
- 1.3.2. Information or Data Analysis
- 1.3.3. Market Formulation & Data Visualization
- 1.3.4. Data Validation & Publishing
- 1.4. Research Scope and Assumptions
- 1.4.1. List of Data Sources
Chapter 2. Executive Summary
- 2.1. Market Outlook
- 2.2. Segment Outlook
- 2.3. Competitive Insights
Chapter 3. Small Language Model Market Variables, Trends, & Scope
- 3.1. Market Introduction/Lineage Outlook
- 3.2. Market Dynamics
- 3.2.1. Market Drivers Analysis
- 3.2.2. Market Restraints Analysis
- 3.2.3. Industry Opportunities
- 3.2.4. Industry Challenges
- 3.3. Small Language Model Market Analysis Tools
- 3.3.1. Porter's Analysis
- 3.3.2. PESTEL Analysis
Chapter 4. Small Language Model Market: Technology Estimates & Trend Analysis
- 4.1. Segment Dashboard
- 4.2. Small Language Model Market: Technology Movement Analysis, USD Million, 2023 & 2030
- 4.3. Deep Learning Based
- 4.3.1. Deep Learning Based Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
- 4.4. Machine Learning based
- 4.4.1. Machine Learning based Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
- 4.5. Rule based system
- 4.5.1. Rule based system Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
Chapter 5. Small Language Model Market: Deployment Estimates & Trend Analysis
- 5.1. Segment Dashboard
- 5.2. Small Language Model Market: Deployment Movement Analysis, USD Million, 2023 & 2030
- 5.3. Cloud
- 5.3.1. Cloud Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
- 5.4. On-premises
- 5.4.1. On-premises Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
- 5.5. Hybrid
- 5.5.1. Hybrid Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
Chapter 6. Small Language Model Market: Application Estimates & Trend Analysis
- 6.1. Segment Dashboard
- 6.2. Small Language Model Market: Application Movement Analysis, USD Million, 2023 & 2030
- 6.3. Consumer Applications
- 6.3.1. Consumer Applications Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
- 6.4. Enterprise Applications
- 6.4.1. Enterprise Applications Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
- 6.5. Healthcare
- 6.5.1. Healthcare Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
- 6.6. Finance
- 6.6.1. Finance Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
- 6.7. Retail
- 6.7.1. Retail Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
- 6.8. Legal
- 6.8.1. Legal Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
- 6.9. Others
- 6.9.1. Others Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
Chapter 7. Small Language Model Market: Regional Estimates & Trend Analysis
- 7.1. Small Language Model Market Share, By Region, 2023 & 2030, USD Million
- 7.2. North America
- 7.2.1. North America Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.2.2. U.S.
- 7.2.2.1. U.S. Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.2.3. Canada
- 7.2.3.1. Canada Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.2.4. Mexico
- 7.2.4.1. Mexico Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.3. Europe
- 7.3.1. Europe Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.3.2. U.K.
- 7.3.2.1. U.K. Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.3.3. Germany
- 7.3.3.1. Germany Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.3.4. France
- 7.3.4.1. France Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.4. Asia Pacific
- 7.4.1. Asia Pacific Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.4.2. China
- 7.4.2.1. China Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.4.3. Japan
- 7.4.3.1. Japan Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.4.4. India
- 7.4.4.1. India Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.4.5. South Korea
- 7.4.5.1. South Korea Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.4.6. Australia
- 7.4.6.1. Australia Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.5. Latin America
- 7.5.1. Latin America Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.5.2. Brazil
- 7.5.2.1. Brazil Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.6. Middle East and Africa
- 7.6.1. Middle East and Africa Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.6.2. KSA
- 7.6.2.1. KSA Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.6.3. UAE
- 7.6.3.1. UAE Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
- 7.6.4. South Africa
- 7.6.4.1. South Africa Small Language Model Market Estimates and Forecasts, 2018 - 2030 (USD Million)
Chapter 8. Competitive Landscape
- 8.1. Recent Developments & Impact Analysis by Key Market Participants
- 8.2. Company Categorization
- 8.3. Company Market Positioning
- 8.4. Company Market Share Analysis
- 8.5. Company Heat Map Analysis
- 8.6. Strategy Mapping
- 8.6.1. Expansion
- 8.6.2. Mergers & Acquisition
- 8.6.3. Partnerships & Collaborations
- 8.6.4. New Product Launches
- 8.6.5. Research And Development
- 8.7. Company Profiles
- 8.7.1. Meta AI
- 8.7.1.1. Participant's Overview
- 8.7.1.2. Financial Performance
- 8.7.1.3. Product Benchmarking
- 8.7.1.4. Recent Developments
- 8.7.2. Microsoft
- 8.7.2.1. Participant's Overview
- 8.7.2.2. Financial Performance
- 8.7.2.3. Product Benchmarking
- 8.7.2.4. Recent Developments
- 8.7.3. Salesforce AI
- 8.7.3.1. Participant's Overview
- 8.7.3.2. Financial Performance
- 8.7.3.3. Product Benchmarking
- 8.7.3.4. Recent Developments
- 8.7.4. Alibaba
- 8.7.4.1. Participant's Overview
- 8.7.4.2. Financial Performance
- 8.7.4.3. Product Benchmarking
- 8.7.4.4. Recent Developments
- 8.7.5. Mosaic ML
- 8.7.5.1. Participant's Overview
- 8.7.5.2. Financial Performance
- 8.7.5.3. Product Benchmarking
- 8.7.5.4. Recent Developments
- 8.7.6. Technology Innovation Institute (TII)
- 8.7.6.1. Participant's Overview
- 8.7.6.2. Financial Performance
- 8.7.6.3. Product Benchmarking
- 8.7.6.4. Recent Developments
- 8.7.7. Hugging Face
- 8.7.7.1. Participant's Overview
- 8.7.7.2. Financial Performance
- 8.7.7.3. Product Benchmarking
- 8.7.7.4. Recent Developments
- 8.7.1. Meta AI
