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市場調查報告書
商品編碼
1575260

小語言模型市場規模、佔有率、趨勢分析報告:按技術、按部署、按應用、按地區、細分市場預測,2024-2030 年

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

出版日期: | 出版商: Grand View Research | 英文 150 Pages | 商品交期: 2-10個工作天內

價格

小型語言模型的市場規模與趨勢:

預計2023年小語言模型市場規模將達77.6億美元,2024年至2030年複合年成長率為15.6%。

隨著公司管理生成人工智慧的複雜性,小型語言模型提供了一個有前途的解決方案,可以平衡功能和實用性。這些模型代表了人工智慧技術的重大進步,為企業提供了一種以更可控、更有效率和客製化的方式利用人工智慧力量的方法。小規模語言模型技術的持續改進和創新預計將對企業人工智慧解決方案的未來產生重大影響。

與數十億個較大的模型相比,小語言模型 (SLM) 的特徵是策略性地使用較少的限制,通常為數千萬到數億。這種有意的設計提高了運算效率和特定任務的效能,同時保持強大的語言構思和生成能力。知識擷取、模型壓縮和遷移學習等關鍵技術對於最佳化 SLM 至關重要。這些技術有助於將大型模型的廣泛知識提取到更專注的特定領域工具中,確保 SLM 提供準確有效的應用程式,同時保持高效能。

目錄

第1章調查方法和範圍

第 2 章執行摘要

第 3 章 小規模語言模型的市場變數、趨勢與範圍

  • 市場介紹/系統展望
  • 市場動態
    • 市場促進因素分析
    • 市場限制因素分析
    • 行業機會
    • 產業挑戰
  • 小語言模型市場分析工具
    • 波特的分析
    • PESTEL分析

第4章 小規模語言模式市場:技術預估與趨勢分析

  • 細分儀表板
  • 小語言模型市場:技術變化分析,百萬美元,2023 年和 2030 年
  • 基於深度學習
  • 基於機器學習
  • 基於規則的系統

第5章 小規模語言模式市場:發展預估及趨勢分析

  • 細分儀表板
  • 小語言模型市場:演化分析,百萬美元,2023 年和 2030 年
  • 本地
  • 混合

第6章 小規模語言模型市場:使用估算與趨勢分析

  • 細分儀表板
  • 小規模語言模型市場:使用變化分析,百萬美元,2023 年和 2030 年
  • 消費性應用
  • 企業用途
  • 衛生保健
  • 金融
  • 零售
  • 法律事務
  • 其他

第7章 小規模語言模型市場:區域估算與趨勢分析

  • 2023 年和 2030 年按地區分類的小語言模型市場佔有率,百萬美元
  • 北美洲
    • 美國
    • 加拿大
    • 墨西哥
  • 歐洲
    • 英國
    • 德國
    • 法國
  • 亞太地區
    • 中國
    • 日本
    • 印度
    • 韓國
    • 澳洲
  • 拉丁美洲
    • 巴西
  • 中東/非洲
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 南非

第8章 競爭格局

  • 最新趨勢與影響分析:主要市場參與企業
  • 公司分類
  • 公司市場定位
  • 公司市場佔有率分析
  • 企業熱力圖分析
  • 策略規劃
    • 擴張
    • 併購
    • 夥伴關係與協作
    • 新產品發布
    • 研究與開發
  • 公司簡介
    • Meta AI
    • Microsoft
    • Salesforce AI
    • Alibaba
    • Mosaic ML
    • Technology Innovation Institute(TII)
    • Hugging Face
Product Code: GVR-4-68040-441-3

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

List of Tables

  • Table 1 Global Small Language Model Market by Technology, 2018 - 2030 (USD Million)
  • Table 2 Global Small Language Model Market by Deployment, 2018 - 2030 (USD Million)
  • Table 3 Global Small Language Model Market by Application 2018 - 2030 (USD Million)
  • Table 4 Global Small Language Model Market by region, 2018 - 2030 (USD Million)
  • Table 5 North America Small Language Model Market by country, 2018 - 2030 (USD Million)
  • Table 6 Europe Small Language Model Market by country, 2018 - 2030 (USD Million)
  • Table 7 Asia Pacific Small Language Model Market by country, 2018 - 2030 (USD Million)
  • Table 8 Latin America Small Language Model Market by country, 2018 - 2030 (USD Million)
  • Table 9 MEA Small Language Model Market by country, 2018 - 2030 (USD Million)
  • Table 10 Key companies launching new products/services
  • Table 11 Key companies engaged in mergers & acquisition
  • Table 12 Key companies engaged in Research & development
  • Table 13 Key Companies engaged in expansion

List of Figures

  • Fig. 1 Small Language Model Market segmentation
  • Fig. 2 Market research process
  • Fig. 3 Information procurement
  • Fig. 4 Primary research pattern
  • Fig. 5 Market research approaches
  • Fig. 6 Market formulation & validation
  • Fig. 7 Small Language Model Market snapshot
  • Fig. 8 Small Language Model Market segment snapshot
  • Fig. 9 Small Language Model Market competitive landscape snapshot
  • Fig. 10 Market driver impact analysis
  • Fig. 11 Market restraint impact analysis
  • Fig. 12 Small Language Model Market, technology outlook key takeaways (USD Million)
  • Fig. 13 Small Language Model Market: technology movement analysis 2024 & 2030 (USD Million)
  • Fig. 14 Deep Learning Based market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 15 Rule Based System market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 16 Machine Learning based market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 17 Small Language Model Market: Deployment outlook key takeaways (USD Million)
  • Fig. 18 Small Language Model Market: Deployment movement analysis 2024 & 2030 (USD Million)
  • Fig. 19 Cloud market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 20 On-premises market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 21 Hybrid market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 22 Small Language Model Market: Application outlook key takeaways (USD Million)
  • Fig. 23 Small Language Model Market: Application movement analysis 2024 & 2030 (USD Million)
  • Fig. 24 Consumer Applications market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 25 Enterprise Applications market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 26 Healthcare market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 27 Finance market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 28 Retail market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 29 Legal market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 30 Others market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 31 Regional marketplace: Key takeaways
  • Fig. 32 Small Language Model Market: Regional outlook, 2024 & 2030, USD Million
  • Fig. 33 North America Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 34 U.S. Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 35 Canada Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 36 Mexico Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 37 Europe Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 38 UK Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 39 Germany Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 40 France Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 41 Asia Pacific Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 42 China Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 43 Japan Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 44 India Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 45 South Korea Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 46 Australia Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 47 Latin America Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 48 Brazil Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 49 MEA Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 50 KSA Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 51 UAE Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 52 South Africa Small Language Model Market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 53 Company Categorization
  • Fig. 54 Company Market Positioning
  • Fig. 55 Strategy framework