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市場調查報告書
商品編碼
1728447

分散式學習市場規模、佔有率、趨勢分析報告：按應用、組織規模、產業、地區和細分市場預測，2025 年至 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
出版日期: | 出版商: Grand View Research | 英文 99 Pages | 商品交期: 2-10個工作天內

價格

分散式學習市場的成長和趨勢

根據Grand View Research, Inc.的最新報告，全球分散式學習市場規模預計到2030年將達到2.975億美元，2025年至2030年期間的複合年成長率為14.4%。

這種成長主要得益於其在分散式設備上訓練機器學習 (ML) 模型同時保護資料隱私的獨特能力。這種方法允許多個營業單位協作訓練模型而無需共用原始數據，並確保敏感資訊仍然保留在設備本地。這種以隱私為中心的模式與嚴格的資料保護條例一致，並解決了人們對資料安全日益成長的擔憂。對資料隱私和法規遵循的擔憂推動了分散式訓練的採用，因為它可以在不共用原始資料的情況下進行協作模型訓練並確保用戶隱私。

這種獨特的方法吸引了尋求競爭優勢的產業。例如，Google LLC 是分散式學習的傑出倡導者和實踐者。其中一個用途是虛擬鍵盤應用程式 Gboard，它使用分散式學習來改善預測文字建議，而不會損害使用者資料。由於機器學習技術的快速發展和數據的廣泛可用性，市場正在蓬勃發展。物聯網設備的廣泛應用和邊緣運算的興起正在推動醫療保健、金融和物聯網領域採用分散式學習。這種方法可以實現跨分散式設備的協作模型訓練，在確保資料隱私的同時提高人工智慧能力。在醫療保健領域，分散式學習支持協作模型開發，從而改善診斷和治療，同時又不損害患者資料的隱私。

在金融領域，它將促進跨金融機構交易資料的安全分析，增強詐欺偵測。在物聯網應用中，它利用分散式設備資料來支援基於邊緣的機器學習，從而改善設備功能。北美，特別是美國，是技術創新的中心，矽谷和各種有影響力的科技巨頭推動進步。該地區在人工智慧和機器學習領域處於領先地位，營造了有利於分散式學習等先進技術融合的氛圍。北美消費者越來越關注資料隱私和安全。分散式學習是一種隱私保護技術，它引起了消費者的關注，並在一系列用例中創造了對以隱私為中心的解決方案的需求。總的來說，這些因素促進了聯邦學習在北美的日益普及和普及，創造了有利於其在各行業持續擴張的環境。

分散式學習市場報告重點

  • 根據應用，工業物聯網領域預計將佔據市場主導地位，到 2024 年將佔 24.8%。
  • 大型企業部門將在 2024 年佔據最大的市場收益佔有率。
  • 2024 年，IT 和通訊領域創造了最高的市場收益。
  • 北美將主導市場，到 2024 年將佔據 36.7% 的佔有率。

目錄

第1章調查方法與範圍

第2章執行摘要

第3章分散式學習市場變數、趨勢與範圍

  • 全球分散式學習市場展望
  • 產業價值鏈分析
  • 市場動態
    • 市場促進因素分析
    • 市場限制因素分析
    • 產業挑戰
  • 波特五力分析
    • 供應商權力
    • 買方力量
    • 替代威脅
    • 來自新進入者的威脅
    • 競爭對手之間的競爭
  • PESTEL分析
    • 政治
    • 經濟
    • 社會
    • 科技
    • 環境
    • 合法的

第4章 分散式學習市場：應用估計與預測

  • 分散式學習市場：2024 年和 2030 年應用趨勢分析

第5章分散式學習市場：組織規模估計與預測

  • 分散式學習市場：2024 年和 2030 年組織規模變化分析

6.分散式學習市場：產業估計與預測

  • 分散式學習市場：2024 年和 2030 年產業趨勢分析
    • 資訊科技/通訊
    • 醫療保健和生命科學
    • BFSI
    • 零售與電子商務
    • 車
    • 其他

第7章分佈式學習市場：區域、估計與趨勢分析

  • 各地區分佈式學習市場佔有率（2024 年和 2030 年，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
    • 澳洲
    • 韓國
  • 拉丁美洲
    • 巴西
  • 中東和非洲
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 南非

第8章 競爭態勢

  • 主要市場參與企業的近期趨勢和影響分析
  • 供應商格局
    • 公司分類
    • 主要經銷商和通路合作夥伴名單
    • 潛在客戶名單
  • 競爭動態
    • 競爭基準化分析
    • 戰略地圖
    • 熱圖分析
  • 公司簡介/上市公司
    • Acuratio, Inc.
    • Cloudera, Inc.
    • Edge Delta
    • Enveil
    • FedML
    • Google LLC
    • IBM Corporation
    • Intel Corporation
    • Lifebit
    • NVIDIA Corporation
    • Owkin, Inc.
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

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