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小規模言語モデルの市場規模、シェア、動向分析レポート：技術別、展開別、用途別、地域別、セグメント予測、2024年～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
ページ情報
英文 150 Pages
納期
2～10営業日
カスタマイズ可能
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=150.05円
小規模言語モデルの市場規模、シェア、動向分析レポート：技術別、展開別、用途別、地域別、セグメント予測、2024年～2030年
出版日: 2024年09月03日
発行: Grand View Research
ページ情報: 英文 150 Pages
納期: 2～10営業日
GIIご利用のメリット
  • 全表示
  • 概要
  • 図表
  • 目次
概要

小規模言語モデルの市場規模と動向：

小規模言語モデルの市場規模は、2023年に77億6,000万米ドルとなり、2024年から2030年にかけて15.6%のCAGRで成長すると予測されています。

企業が生成AIの複雑さを管理する中で、小規模言語モデルは能力と実用性のバランスを取る有望なソリューションを提供しています。これらのモデルはAI技術の重要な進歩を示し、より制御され、効率的で、カスタマイズされた方法でAIの力を活用する方法を企業に提供します。小規模言語モデル技術の継続的な改善と革新は、エンタープライズAIソリューションの将来に大きな影響を与えると予想されます。

小規模言語モデル（SLM）は、大規模モデルの数十億と比較して、通常数千万から数億の少ない制限を戦略的に使用することで際立っています。この意図的な設計は、強力な言語発想と生成能力を維持しながら、計算効率とタスク固有のパフォーマンスを向上させます。SLMを最適化するためには、知識抽出、モデル圧縮、転移学習などの主要な技術が不可欠です。これらの手法は、より大きなモデルの広範な知識を、より焦点を絞ったドメイン固有のツールに抽出するのに役立ち、SLMが高い性能を維持しながら、正確で効果的なアプリケーションを提供することを可能にします。

目次

第1章 調査手法と範囲

第2章 エグゼクティブサマリー

第3章 小規模言語モデルの市場変数、動向、範囲

  • 市場イントロダクション / 系統展望
  • 市場力学
    • 市場促進要因分析
    • 市場抑制要因分析
    • 業界の機会
    • 業界の課題
  • 小規模言語モデル市場分析ツール
    • ポーターの分析
    • PESTEL分析

第4章 小規模言語モデル市場：技術の推定・動向分析

  • セグメントダッシュボード
  • 小規模言語モデル市場：技術変動分析、百万米ドル、2023年・2030年
  • ディープラーニングベース
  • 機械学習ベース
  • ルールベースシステム

第5章 小規模言語モデル市場：展開の推定・動向分析

  • セグメントダッシュボード
  • 小規模言語モデル市場：展開変動分析、百万米ドル、2023年・2030年
  • クラウド
  • オンプレミス
  • ハイブリッド

第6章 小規模言語モデル市場：用途の推定・動向分析

  • セグメントダッシュボード
  • 小規模言語モデル市場：用途変動分析、百万米ドル、2023年・2030年
  • 消費者向け用途
  • 企業向け用途
  • ヘルスケア
  • 金融
  • 小売
  • 法務
  • その他

第7章 小規模言語モデル市場：地域の推定・動向分析

  • 小規模言語モデル市場シェア、地域別、2023年・2030年、百万米ドル
  • 北米
    • 米国
    • カナダ
    • メキシコ
  • 欧州
    • 英国
    • ドイツ
    • フランス
  • アジア太平洋
    • 中国
    • 日本
    • インド
    • 韓国
    • オーストラリア
  • ラテンアメリカ
    • ブラジル
  • 中東・アフリカ
    • サウジアラビア
    • アラブ首長国連邦
    • 南アフリカ

第8章 競合情勢

  • 最近の動向と影響分析：主要市場参入企業別
  • 企業分類
  • 企業の市場ポジショニング
  • 企業の市場シェア分析
  • 企業ヒートマップ分析
  • 戦略マッピング
    • 拡大
    • 合併と買収
    • パートナーシップとコラボレーション
    • 新製品の発売
    • 研究開発
  • 企業プロファイル
    • Meta AI
    • Microsoft
    • Salesforce AI
    • Alibaba
    • Mosaic ML
    • Technology Innovation Institute（TII）
    • Hugging Face
図表

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
目次
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