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分散学習の市場規模、シェア、動向分析レポート：用途別、組織規模別、業界別、地域別、セグメント別予測、2025年～2030年

Federated Learning Market Size, Share & Trends Analysis Report By Application (Industrial Internet of Things, Drug Discovery, Risk Management), By Organization Size, By Industry Vertical, By Region, And Segment Forecasts, 2025 - 2030

出版日
ページ情報
英文 99 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=146.35円
分散学習の市場規模、シェア、動向分析レポート：用途別、組織規模別、業界別、地域別、セグメント別予測、2025年～2030年
出版日: 2025年04月29日
発行: Grand View Research
ページ情報: 英文 99 Pages
納期: 2～10営業日
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  • 全表示
  • 概要
  • 図表
  • 目次
概要

分散学習市場の成長と動向

Grand View Research, Inc.の最新レポートによると、世界の分散学習市場規模は2030年までに2億9,750万米ドルに達し、2025～2030年にかけて14.4％のCAGRで成長すると予測されています。

この成長は主に、データのプライバシーを保持しながら分散化されたデバイス間で機械学習（ML）モデルを訓練する独自の機能によって促進されます。このアプローチにより、複数の事業体が生データを共有することなくモデルのトレーニングに協力することが可能になり、機密情報がローカルデバイスに残ることが保証されます。このプライバシー中心のパラダイムは、厳格なデータ保護規制とうまく整合し、データセキュリティに対する高まる懸念に対応します。生のデータを共有することなく協調的なモデル学習を可能にし、ユーザーのプライバシーを保証するため、データプライバシーと規制へのコンプライアンスに対する懸念が、分散学習の採用を後押ししています。

このユニークなアプローチは、競争優位性を求める産業を惹きつけています。例えば、Google LLCは、分散学習の著名な提唱者であり実践者です。その用途の一つである仮想キーボードアプリGboardは、ユーザーデータを損なうことなく予測テキスト候補を改善するために分散学習を使用しています。市場は、急速に進歩するML手法と幅広いデータの利用可能性によって繁栄しています。IoTデバイスの普及とエッジコンピューティングの台頭が、ヘルスケア、金融、IoTセグメントでの分散学習の採用を後押ししています。このアプローチにより、分散化されたデバイス間で協調的なモデル学習が可能になり、AI能力を向上させながらデータプライバシーを確保することができます。ヘルスケアでは、分散学習によって共同モデル開発が可能になり、患者データのプライバシーを損なうことなく診断と治療を改善できます。

金融セグメントでは、金融機関全体の取引データの安全な分析が容易になり、不正検知が強化されます。IoTへの応用では、分散されたデバイスデータを活用し、デバイスの機能性を向上させるエッジベースのMLを強化します。北米、特に米国は、技術革新の中心地であり、シリコンバレーや様々な影響力のあるハイテク大手が進歩を推進しています。この地域はAIとMLの進歩を開拓し、分散学習などの先進技術の統合を促す雰囲気を醸成しています。北米の消費者の間では、データのプライバシーとセキュリティに対する意識が高まっています。プライバシー保護技術である分散学習は、消費者の懸念に共鳴し、さまざまな用途でプライバシー中心のソリューションに対する需要を生み出しています。これらの要因が総合的に、北米におけるフェデレーテッドラーニングの採用と注目の高まりに寄与しており、各産業における継続的な拡大に資する環境を醸成しています。

分散学習市場レポートハイライト

  • 用途別では、産業モノのインターネット（Industrial Internet of Things）セグメントが市場を独占し、2024年には24.8％を占めると予測されます。
  • 大企業セグメントは2024年に最大の市場収益シェアを占めます。
  • IT・通信セグメントは2024年に最も高い市場収益を生み出しました。
  • 北米が市場を独占し、2024年には36.7%のシェアを占めます。

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 分散学習市場の変数、動向、範囲

  • 世界分散学習市場展望
  • 産業バリューチェーン分析
  • 市場力学
    • 市場促進要因分析
    • 市場抑制要因分析
    • 産業の課題
  • ポーターのファイブフォース分析
    • サプライヤーの力
    • 買い手の力
    • 代替の脅威
    • 新規参入からの脅威
    • 競争企業間の敵対関係
  • PESTEL分析
    • 政治
    • 経済
    • 社会
    • 技術
    • 環境
    • 法的

第4章 分散学習市場：用途の推定と予測

  • 分散学習市場：用途変動分析、2024年と2030年

第5章 分散学習市場：組織規模の推定と予測

  • 分散学習市場：組織規模変動分析、2024年と2030年

第6章 分散学習市場：業界の推定と予測

  • 分散学習市場：業界変動分析、2024年と2030年
    • IT・通信
    • ヘルスケアとライフサイエンス
    • BFSI
    • 小売・eコマース
    • 自動車
    • その他

第7章 分散学習市場：地域別、推定・動向分析

  • 分散学習市場シェア（地域別、2024年と2030年、100万米ドル）
  • 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
    • オーストラリア
    • 韓国
  • 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

  • 主要市場参入企業による最近の動向と影響分析
  • ベンダー情勢
    • 企業分類
    • 主要販売代理店とチャネルパートナー一覧
    • 潜在顧客一覧
  • 競合力学
    • 競合ベンチマーキング
    • 戦略マッピング
    • ヒートマップ分析
  • 企業プロファイル/上場企業
    • Acuratio, Inc.
    • Cloudera, Inc.
    • Edge Delta
    • Enveil
    • FedML
    • Google LLC
    • IBM Corporation
    • Intel Corporation
    • Lifebit
    • NVIDIA Corporation
    • Owkin, Inc.
図表

List of Tables

  • Table 1. Global Federated Learning market estimates and forecasts, by region, 2018 - 2030 (USD Million)
  • Table 2. Global Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 3. Global Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 4. Global Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 5. North America Federated Learning market estimates and forecasts, by country, 2018 - 2030 (USD Million)
  • Table 6. North America Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 7. North America Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 8. North America Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 9. U.S. Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 10. U.S. Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 11. U.S. Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 12. Canada Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 13. Canada Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 14. Canada Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 15. Mexico Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 16. Mexico Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 17. Mexico Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 18. Europe Federated Learning market estimates and forecasts, by country, 2018 - 2030 (USD Million)
  • Table 19. Europe Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 20. Europe Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 21. Europe Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 22. UK Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 23. UK Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 24. UK Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 25. Germany Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 26. Germany Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 27. Germany Federated Learning market estimates and forecasts, by End-Use, 2018 - 2030 (USD Million)
  • Table 28. France Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 29. France Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 30. France Federated Learning market estimates and forecasts, by End-Use, 2018 - 2030 (USD Million)
  • Table 31. Asia Pacific Federated Learning market estimates and forecasts, by country, 2018 - 2030 (USD Million)
  • Table 32. Asia Pacific Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 33. Asia Pacific Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 34. Asia Pacific Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 35. China Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 36. China Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 37. China Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 38. Japan Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 39. Japan Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 40. Japan Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 41. India Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 42. India Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 43. India Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 44. Australia Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 45. Australia Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 46. Australia Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 47. South Korea Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 48. South Korea Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 49. South Korea Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 50. Latin America Federated Learning market estimates and forecasts, by country, 2018 - 2030 (USD Million)
  • Table 51. Latin America Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 52. Latin America Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 53. Latin America Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 54. Brazil Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 55. Brazil Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 56. Brazil Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 57. Middle East & Africa Federated Learning market estimates and forecasts, by country, 2018 - 2030 (USD Million)
  • Table 58. Middle East & Africa Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 59. Middle East & Africa Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 60. Middle East & Africa Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 61. Saudi Arabia Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 62. Saudi Arabia Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 63. Saudi Arabia Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 64. UAE Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 65. UAE Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 66. UAE Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • Table 67. South Africa Federated Learning market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 68. South Africa Federated Learning market estimates and forecasts, by Organization Size, 2018 - 2030 (USD Million)
  • Table 69. South Africa Federated Learning market estimates and forecasts, by Industry Vertical, 2018 - 2030 (USD Million)

List of Figures

  • Fig. 1 Federated Learning market segmentation
  • Fig. 2 Market research process
  • Fig. 3 Information procurement
  • Fig. 4 Primary research pattern
  • Fig. 5 Market research approaches
  • Fig. 6 Parent market analysis
  • Fig. 7 Market formulation & validation
  • Fig. 8 Federated Learning market snapshot
  • Fig. 9 Federated Learning market segment snapshot
  • Fig. 10 Federated Learning market competitive landscape snapshot
  • Fig. 11 Market driver relevance analysis (Current & future impact)
  • Fig. 12 Market restraint relevance analysis (Current & future impact)
  • Fig. 13 Value Chain Analysis
  • Fig. 14 Federated Learning market: Application outlook key takeaways (USD Million)
  • Fig. 15 Federated Learning market: Application movement analysis 2024 & 2030 (USD Million)
  • Fig. 16 Industrial Internet of Things market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 17 Drug Discovery market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 18 Risk Management market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 19 Augmented & Virtual Reality market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 20 Data Privacy Management market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 21 Others market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 22 Federated Learning market, Organization Size outlook key takeaways (USD Million)
  • Fig. 23 Federated Learning market Organization Size movement analysis 2024 & 2030 (USD Million)
  • Fig. 24 Large Enterprises market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 25 SMEs market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 26 Federated Learning market: Industry Vertical outlook key takeaways (USD Million)
  • Fig. 27 Federated Learning market: Industry Vertical movement analysis 2024 & 2030 (USD Million)
  • Fig. 28 IT & Telecommunications market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 29 Healthcare & Life Sciences market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 30 BFSI market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 31 Retail & E-commerce market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 32 Automotive market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 33 Others market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 34 Federated Learning market: Regional outlook, 2024 & 2030, USD Million
  • Fig. 35 North America Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 36 U.S. Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 37 Canada Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 38 Mexico Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 39 Europe Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 40 UK Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 41 Germany Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 42 France Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 43 Asia Pacific Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 44 China Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 45 Japan Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 46 India Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 47 Australia Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 48 South Korea Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 49 Latin America Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 50 Brazil Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 51 MEA Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 52 KSA Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 53 UAE Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 54 South Africa Federated Learning market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 55 Strategy framework
  • Fig. 56 Company Categorization
目次
Product Code: GVR-4-68040-162-2

Federated Learning Market Growth & Trends:

The global federated learning market size is estimated to reach USD 297.5 million by 2030, registering to grow at a CAGR of 14.4% from 2025 to 2030 according to a new report by Grand View Research, Inc. The growth is primarily fueled by its unique capability to train machine learning (ML) models across decentralized devices while preserving data privacy. This approach allows multiple entities to collaborate on model training without sharing raw data, ensuring sensitive information remains on local devices. This privacy-centric paradigm aligns well with stringent data protection regulations and addresses growing concerns about data security. Concerns over data privacy and compliance with regulations drive the adoption of federated learning, as it allows for collaborative model training without sharing raw data, ensuring user privacy.

This unique approach attracts industries seeking a competitive edge. For instance, Google LLC has been a prominent advocate and practitioner of federated learning. One of its applications, Gboard, the virtual keyboard app, uses federated learning to improve predictive text suggestions without compromising user data. The market thrives due to fast-progressing ML methods and wider data availability. The proliferation of IoT devices and the rise of edge computing have propelled federated learning's adoption in the healthcare, finance, and IoT sectors. This approach allows collaborative model training across decentralized devices, ensuring data privacy while advancing AI capabilities. In healthcare, federated learning enables joint model development, improving diagnostics & treatments without compromising patient data privacy.

In finance, it facilitates secure analysis of transactional data across institutions, enhancing fraud detection. Its application in IoT utilizes distributed device data, empowering edge-based ML for improved device functionalities. North America, especially the U.S., is a center for technological innovation, led by Silicon Valley and various influential tech giants that propel progress. The region pioneers AI & ML advancements, cultivating an atmosphere that encourages the integration of advanced technologies, such as federated learning. There is a rising awareness among consumers in North America about data privacy & security. Federated learning, being a privacy-preserving technology, resonates with consumers' concerns, creating a demand for such privacy-centric solutions in various applications. These factors collectively contribute to the growing adoption & prominence of federated learning in North America, fostering an environment conducive to its continued expansion across industries.

Federated Learning Market Report Highlights:

  • In terms of application, the Industrial Internet of Things segment dominates the market is anticipated to hold 24.8% in 2024.
  • The large enterprises segment accounted for the largest market revenue share in 2024.
  • The IT & telecommunications segment generated the highest market revenue in 2024.
  • North America dominated the market and accounted for 36.7% share in 2024.

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation & Scope
  • 1.2. Market Definition
  • 1.3. Information Procurement
    • 1.3.1. Purchased Database
    • 1.3.2. GVR's Internal Database
    • 1.3.3. Secondary Sources & Third-Party Perspectives
    • 1.3.4. Primary Research
  • 1.4. Information Analysis
    • 1.4.1. Data Analysis Models
  • 1.5. Market Formulation & Data Visualization
  • 1.6. Data Validation & Publishing

Chapter 2. Executive Summary

  • 2.1. Market Insights
  • 2.2. Segmental Outlook
  • 2.3. Competitive Outlook

Chapter 3. Federated Learning Market Variables, Trends & Scope

  • 3.1. Global Federated Learning Market Outlook
  • 3.2. Industry Value Chain Analysis
  • 3.3. Market Dynamics
    • 3.3.1. Market Driver Analysis
    • 3.3.2. Market Restraint Analysis
    • 3.3.3. Industry Challenges
  • 3.4. Porter's Five Forces Analysis
    • 3.4.1. Supplier Power
    • 3.4.2. Buyer Power
    • 3.4.3. Substitution Threat
    • 3.4.4. Threat from New Entrant
    • 3.4.5. Competitive Rivalry
  • 3.5. PESTEL Analysis
    • 3.5.1. Political Landscape
    • 3.5.2. Economic Landscape
    • 3.5.3. Social Landscape
    • 3.5.4. Technological Landscape
    • 3.5.5. Environmental Landscape
    • 3.5.6. Legal Landscape

Chapter 4. Federated Learning Market: Application Estimates & Forecasts

  • 4.1. Federated Learning Market: Application Movement Analysis, 2024 & 2030
    • 4.1.1. Industrial Internet of Things
      • 4.1.1.1. Industrial Internet of Things Market estimates and forecast, 2018 - 2030 (USD Million)
    • 4.1.2. Drug Discovery
      • 4.1.2.1. Drug Discovery Market estimates and forecast, 2018 - 2030 (USD Million)
    • 4.1.3. Risk Management
      • 4.1.3.1. Risk Management Market estimates and forecast, 2018 - 2030 (USD Million)
    • 4.1.4. Augmented & Virtual Reality
      • 4.1.4.1. Augmented & Virtual Reality Market estimates and forecast, 2018 - 2030 (USD Million)
    • 4.1.5. Data Privacy Management
      • 4.1.5.1. Data Privacy Management Analysis Market estimates and forecast, 2018 - 2030 (USD Million)
    • 4.1.6. Others
      • 4.1.6.1. Others Analysis Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 5. Federated Learning Market: Organization Size Estimates & Forecasts

  • 5.1. Federated Learning Market: Organization Size Movement Analysis, 2024 & 2030
    • 5.1.1. Large Enterprises
      • 5.1.1.1. Large Enterprises Market estimates and forecast, 2018 - 2030 (USD Million)
    • 5.1.2. SMEs
      • 5.1.2.1. SMEs Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 6. Federated Learning Market: Industry Vertical Outlook Estimates & Forecasts

  • 6.1. Federated Learning Market: Industry Vertical Movement Analysis, 2024 & 2030
    • 6.1.1. IT & Telecommunications
      • 6.1.1.1. IT & Telecommunications Market estimates and forecast, 2018 - 2030 (USD Million)
    • 6.1.2. Healthcare & Life Sciences
      • 6.1.2.1. Healthcare & Life Sciences Market estimates and forecast, 2018 - 2030 (USD Million)
    • 6.1.3. BFSI
      • 6.1.3.1. BFSI Market estimates and forecast, 2018 - 2030 (USD Million)
    • 6.1.4. Retail & E-commerce
      • 6.1.4.1. Retail & E-commerce Market estimates and forecast, 2018 - 2030 (USD Million)
    • 6.1.5. Automotive
      • 6.1.5.1. Automotive Market estimates and forecast, 2018 - 2030 (USD Million)
    • 6.1.6. Others
      • 6.1.6.1. Others Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 7. Federated Learning Market: Regional Estimates & Trend Analysis

  • 7.1. Federated Learning Market Share, By Region, 2024 & 2030, USD Million
  • 7.2. North America
    • 7.2.1. North America Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.2.1.1. North America Federated Learning Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 7.2.1.2. North America Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.2.1.3. North America Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.2.1.4. North America Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.2.2. U.S.
      • 7.2.2.1. U.S. Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.2.2.2. U.S. Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.2.2.3. U.S. Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.2.2.4. U.S. Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.2.3. Canada
      • 7.2.3.1. Canada Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.2.3.2. Canada Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.2.3.3. Canada Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.2.3.4. Canada Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.2.4. Mexico
      • 7.2.4.1. Mexico Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.2.4.2. Mexico Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.2.4.3. Mexico Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.2.4.4. Mexico Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • 7.3. Europe
    • 7.3.1. Europe Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.3.1.1. Europe Federated Learning Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 7.3.1.2. Europe Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.3.1.3. Europe Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.3.1.4. Europe Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.3.2. UK
      • 7.3.2.1. UK Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.3.2.2. UK Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.3.2.3. UK Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.3.2.4. UK Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.3.3. Germany
      • 7.3.3.1. Germany Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.3.3.2. Germany Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.3.3.3. Germany Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.3.3.4. Germany Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.3.4. France
      • 7.3.4.1. France Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.3.4.2. France Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.3.4.3. France Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.3.4.4. France Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • 7.4. Asia Pacific
    • 7.4.1. Asia Pacific Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.4.1.1. Asia Pacific Federated Learning Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 7.4.1.2. Asia Pacific Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.4.1.3. Asia Pacific Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.4.1.4. Asia Pacific Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.4.2. China
      • 7.4.2.1. China Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.4.2.2. China Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.4.2.3. China Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.4.2.4. China Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.4.3. Japan
      • 7.4.3.1. Japan Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.4.3.2. Japan Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.4.3.3. Japan Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.4.3.4. Japan Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.4.4. India
      • 7.4.4.1. India Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.4.4.2. India Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.4.4.3. India Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.4.4.4. India Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.4.5. Australia
      • 7.4.5.1. Australia Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.4.5.2. Australia Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.4.5.3. Australia Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.4.5.4. Australia Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.4.6. South Korea
      • 7.4.6.1. South Korea Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.4.6.2. South Korea Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.4.6.3. South Korea Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.4.6.4. South Korea Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • 7.5. Latin America
    • 7.5.1. Latin America Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.5.1.1. Latin America Federated Learning Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 7.5.1.2. Latin America Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.5.1.3. Latin America Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.5.1.4. Latin America Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.5.2. Brazil
      • 7.5.2.1. Brazil Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.5.2.2. Brazil Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.5.2.3. Brazil Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.5.2.4. Brazil Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
  • 7.6. Middle East and Africa
    • 7.6.1. Middle East and Africa Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.6.1.1. Middle East and Africa Federated Learning Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 7.6.1.2. Middle East and Africa Federated Learning Market Estimates and Forecasts, by Application , 2018 - 2030 (USD Million)
      • 7.6.1.3. Middle East and Africa Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.6.1.4. Middle East and Africa Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.6.2. KSA
      • 7.6.2.1. KSA Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.6.2.2. KSA Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.6.2.3. KSA Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.6.2.4. KSA Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.6.3. UAE
      • 7.6.3.1. UAE Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.6.3.2. UAE Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.6.3.3. UAE Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.6.3.4. UAE Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)
    • 7.6.4. South Africa
      • 7.6.4.1. South Africa Federated Learning Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 7.6.4.2. South Africa Federated Learning Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 7.6.4.3. South Africa Federated Learning Market Estimates and Forecasts, by Organization Size, 2018 - 2030 (USD Million)
      • 7.6.4.4. South Africa Federated Learning Market Estimates and Forecasts, by Industry Vertical, 2018 - 2030 (USD Million)

Chapter 8. Competitive Landscape

  • 8.1. Recent Developments & Impact Analysis, By Key Market Participants
  • 8.2. Vendor Landscape
    • 8.2.1. Company categorization
    • 8.2.2. List of Key Distributors and channel Partners
    • 8.2.3. List of Potential Customers/Listing
  • 8.3. Competitive Dynamics
    • 8.3.1. Competitive Benchmarking
    • 8.3.2. Strategy Mapping
    • 8.3.3. Heat Map Analysis
  • 8.4. Company Profiles/Listing
    • 8.4.1. Acuratio, Inc.
      • 8.4.1.1. Participant's overview
      • 8.4.1.2. Financial performance
      • 8.4.1.3. Organization Size benchmarking
      • 8.4.1.4. Strategic initiatives
    • 8.4.2. Cloudera, Inc.
      • 8.4.2.1. Participant's overview
      • 8.4.2.2. Financial performance
      • 8.4.2.3. Organization Size benchmarking
      • 8.4.2.4. Strategic initiatives
    • 8.4.3. Edge Delta
      • 8.4.3.1. Participant's overview
      • 8.4.3.2. Financial performance
      • 8.4.3.3. Organization Size benchmarking
      • 8.4.3.4. Strategic initiatives
    • 8.4.4. Enveil
      • 8.4.4.1. Participant's overview
      • 8.4.4.2. Financial performance
      • 8.4.4.3. Organization Size benchmarking
      • 8.4.4.4. Strategic initiatives
    • 8.4.5. FedML
      • 8.4.5.1. Participant's overview
      • 8.4.5.2. Financial performance
      • 8.4.5.3. Organization Size benchmarking
      • 8.4.5.4. Strategic initiatives
    • 8.4.6. Google LLC
      • 8.4.6.1. Participant's overview
      • 8.4.6.2. Financial performance
      • 8.4.6.3. Organization Size benchmarking
      • 8.4.6.4. Strategic initiatives
    • 8.4.7. IBM Corporation
      • 8.4.7.1. Participant's overview
      • 8.4.7.2. Financial performance
      • 8.4.7.3. Organization Size benchmarking
      • 8.4.7.4. Strategic initiatives
    • 8.4.8. Intel Corporation
      • 8.4.8.1. Participant's overview
      • 8.4.8.2. Financial performance
      • 8.4.8.3. Organization Size benchmarking
      • 8.4.8.4. Strategic initiatives
    • 8.4.9. Lifebit
      • 8.4.9.1. Participant's overview
      • 8.4.9.2. Financial performance
      • 8.4.9.3. Organization Size benchmarking
      • 8.4.9.4. Strategic initiatives
    • 8.4.10. NVIDIA Corporation
      • 8.4.10.1. Participant's overview
      • 8.4.10.2. Financial performance
      • 8.4.10.3. Organization Size benchmarking
      • 8.4.10.4. Strategic initiatives
    • 8.4.11. Owkin, Inc.
      • 8.4.11.1. Participant's overview
      • 8.4.11.2. Financial performance
      • 8.4.11.3. Organization Size benchmarking
      • 8.4.11.4. Strategic initiatives