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시장보고서
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1728447

연합 학습 시장 규모, 점유율, 동향 분석 보고서 : 용도별, 조직 규모별, 업계별, 지역별 부문 예측(2025-2030년)

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
발행일: | 리서치사: Grand View Research | 페이지 정보: 영문 99 Pages | 배송안내 : 2-10일 (영업일 기준)

    
    
    




※ 본 상품은 영문 자료로 한글과 영문 목차에 불일치하는 내용이 있을 경우 영문을 우선합니다. 정확한 검토를 위해 영문 목차를 참고해주시기 바랍니다.

연합 학습 시장 성장과 동향

Grand View Research, Inc.의 최신 보고서에 따르면 세계의 연합 학습 시장 규모는 2030년까지 2억 9,750만 달러에 달하고 2025-2030년에 걸쳐 14.4%의 연평균 복합 성장률(CAGR)을 나타낼 것으로 예측되고 있습니다. 프라이버시를 유지하면서 분산된 장치간에 머신러닝(ML) 모델을 훈련시키는 독특한 기능을 통해 가속화됩니다. 프라이버시 중심의 패러다임은 엄격한 데이터 보호 규정과 잘 일치하며 데이터 보안에 대한 우려를 해결합니다. 원시 데이터를 공유하지 않고도 협업적인 모델 학습을 가능하게 하고 사용자의 프라이버시를 보장하기 위해 데이터 프라이버시와 규제에 대한 컴플라이언스에 대한 우려가 연합 학습의 채용을 뒷받침하고 있습니다.

이 독특한 접근 방식은 경쟁 우위를 추구하는 산업을 끌어들입니다. Google LLC는 연합 학습의 저명한 제창자이며 실용자입니다. 헬스케어, 금융, IoT 부문에서 연합 학습의 채용을 뒷받침하고 있습니다. 이 접근법은 분산된 디바이스간에 협조적인 모델 학습을 가능하게 하고, AI 능력을 향상시키면서 데이터 프라이버시를 확보할 수 있습니다.

금융 부문은 금융 기관 전체의 거래 데이터의 안전한 분석을 용이하게 하고, 부정 감지를 강화합니다. 북미, 특히 미국은 기술 혁신의 중심지이며, 실리콘밸리와 다양한 영향력이 있는 하이테크 대기업이 진보를 추진하고 있습니다. 북미 소비자들 사이에서 데이터의 프라이버시와 보안에 대한 인식이 높아지고 있습니다. 솔루션에 대한 수요를 창출하고 있으며, 이러한 요인이 종합적으로 북미에서의 페더레이티드 러닝의 채용과 주목의 고조에 기여하고 있으며, 각 산업에 있어서의 지속적인 확대에 기여하는 환경을 조성하고 있습니다.

연합 학습 시장 보고서 하이라이트

  • 용도별로는 산업 사물인터넷(Industrial Internet of Things) 부문이 시장을 독점하고 2024년에는 24.8%를 차지했습니다.
  • 대기업 부문은 2024년에 가장 큰 시장 수익 점유율을 차지했습니다.
  • IT 및 통신 부문은 2024년에 가장 높은 시장 수익을 창출했습니다.
  • 북미가 시장을 독점해 2024년에는 36.7%의 점유율을 차지했습니다.

목차

제1장 조사 방법과 범위

제2장 주요 요약

제3장 연합 학습 시장 변수, 동향, 범위

  • 세계의 연합 학습 시장 전망
  • 산업 밸류체인 분석
  • 시장 역학
    • 시장 성장 촉진요인 분석
    • 시장 성장 억제요인 분석
    • 산업의 과제
  • Porter's Five Forces 분석
    • 공급업체의 협상력
    • 구매자의 협상력
    • 대체 위협
    • 신규 참가로부터의 위협
    • 경쟁 기업간 경쟁 관계
  • PESTEL 분석
    • 정치
    • 경제
    • 사회
    • 기술
    • 환경
    • 법적

제4장 연합 학습 시장 : 용도의 추정과 예측

  • 연합 학습 시장 : 용도 변동 분석(2024년, 2030년)

제5장 연합 학습 시장 : 조직 규모의 추정과 예측

  • 연합 학습 시장 : 조직 규모 변동 분석(2024년, 2030년)

제6장 연합 학습 시장 : 업계의 추정과 예측

  • 연합 학습 시장 : 업계 변동 분석(2024년, 2030년)
    • IT 및 통신
    • 헬스케어 및 생명과학
    • BFSI
    • 소매 및 E-Commerce
    • 자동차
    • 기타

제7장 연합 학습 시장 : 지역별, 추정·동향 분석

  • 연합 학습 시장 점유율(지역별(2024년, 2030년), 100만 달러)
  • 북미
    • 미국
    • 캐나다
    • 멕시코
  • 유럽
    • 영국
    • 독일
    • 프랑스
  • 아시아태평양
    • 중국
    • 일본
    • 인도
    • 호주
    • 한국
  • 라틴아메리카
    • 브라질
  • 중동 및 아프리카
    • 사우디아라비아
    • 아랍에미리트(UAE)
    • 남아프리카

제8장 경쟁 구도

  • 주요 시장 진출기업에 의한 최근의 동향과 영향 분석
  • 공급업체 상황
    • 기업 분류
    • 주요 리셀러와 채널 파트너 목록
    • 잠재고객 일람
  • 경쟁 역학
    • 경쟁 벤치마킹
    • 전략 매핑
    • 히트맵 분석
  • 기업 프로파일/상장 기업
    • Acuratio, Inc.
    • Cloudera, Inc.
    • Edge Delta
    • Enveil
    • FedML
    • Google LLC
    • IBM Corporation
    • Intel Corporation
    • Lifebit
    • NVIDIA Corporation
    • Owkin, Inc.
KTH 25.05.30

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
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