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市场调查报告书
商品编码
1728447

分散式学习市场规模、份额、趋势分析报告：按应用、组织规模、产业、地区和细分市场预测，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个工作天内

价格

分散式学习市场的成长和趋势

根据Grand View Research, Inc.的最新报告，全球分散式学习市场规模预计到2030年将达到2.975亿美元，2025年至2030年期间的复合年增长率为14.4%。

这种增长主要得益于其在分散式设备上训练机器学习 (ML) 模型同时保护资料隐私的独特能力。这种方法允许多个营业单位协作训练模型而无需共用原始数据，并确保敏感资讯仍然保留在设备本地。这种以隐私为中心的模式与严格的资料保护条例一致，并解决了人们对资料安全日益增长的担忧。对资料隐私和法规遵循的担忧推动了分散式训练的采用，因为它可以在不共用原始资料的情况下进行协作模型训练并确保用户隐私。

这种独特的方法吸引了寻求竞争优势的产业。例如，Google LLC 是分散式学习的杰出倡导者和实践者。其中一个用途是虚拟键盘应用程式 Gboard，它使用分散式学习来改善预测文字建议，而不会损害使用者资料。由于机器学习技术的快速发展和数据的广泛可用性，市场正在蓬勃发展。物联网设备的广泛应用和边缘运算的兴起正在推动医疗保健、金融和物联网领域采用分散式学习。这种方法可以实现跨分散式设备的协作模型训练，在确保资料隐私的同时提高人工智慧能力。在医疗保健领域，分散式学习支持协作模型开发，从而改善诊断和治疗，同时又不损害患者资料的隐私。

在金融领域，它将促进跨金融机构交易资料的安全分析，增强诈欺侦测。在物联网应用中，它利用分散式设备资料来支援基于边缘的机器学习，从而改善设备功能。北美，特别是美国，是技术创新的中心，硅谷和各种有影响力的科技巨头推动进步。该地区在人工智慧和机器学习领域处于领先地位，营造了有利于分散式学习等先进技术融合的氛围。北美消费者越来越关注资料隐私和安全。分散式学习是一种隐私保护技术，它引起了消费者的关注，并在一系列用例中创造了对以隐私为中心的解决方案的需求。总的来说，这些因素促进了联邦学习在北美的日益普及和普及，创造了有利于其在各行业持续扩张的环境。

分散式学习市场报告重点

  • 根据应用，工业物联网领域预计将占据市场主导地位，到 2024 年将占 24.8%。
  • 大型企业部门将在 2024 年占据最大的市场收益占有率。
  • 2024 年，IT 和通讯领域创造了最高的市场收益。
  • 北美将主导市场，到 2024 年将占据 36.7% 的份额。

目录

第一章调查方法与范围

第二章执行摘要

第三章分散式学习市场变数、趋势与范围

  • 全球分散式学习市场展望
  • 产业价值链分析
  • 市场动态
    • 市场驱动因素分析
    • 市场限制因素分析
    • 产业挑战
  • 波特五力分析
    • 供应商权力
    • 买方力量
    • 替代威胁
    • 来自新进入者的威胁
    • 竞争对手之间的竞争
  • PESTEL分析
    • 政治
    • 经济
    • 社会
    • 科技
    • 环境
    • 合法的

第四章 分散式学习市场：应用估计与预测

  • 分散式学习市场：2024 年和 2030 年应用趋势分析

第五章分散式学习市场：组织规模估计与预测

  • 分散式学习市场：2024 年和 2030 年组织规模变化分析

6.分散式学习市场：产业估计与预测

  • 分散式学习市场：2024 年和 2030 年产业趋势分析
    • 资讯科技/通讯
    • 医疗保健和生命科学
    • BFSI
    • 零售与电子商务
    • 车
    • 其他的

第七章分布式学习市场：区域、估计与趋势分析

  • 各地区分布式学习市场占有率（2024 年和 2030 年，百万美元）
  • 北美洲
    • 美国
    • 加拿大
    • 墨西哥
  • 欧洲
    • 英国
    • 德国
    • 法国
  • 亚太地区
    • 中国
    • 日本
    • 印度
    • 澳洲
    • 韩国
  • 拉丁美洲
    • 巴西
  • 中东和非洲
    • 沙乌地阿拉伯
    • 阿拉伯聯合大公国
    • 南非

第八章 竞争态势

  • 主要市场参与企业的近期趋势和影响分析
  • 供应商格局
    • 公司分类
    • 主要经销商和通路合作伙伴名单
    • 潜在客户名单
  • 竞争动态
    • 竞争基准化分析
    • 战略地图
    • 热图分析
  • 公司简介/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