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PUBLISHER: TechNavio | PRODUCT CODE: 1762919
PUBLISHER: TechNavio | PRODUCT CODE: 1762919
Global Federated Learning Market 2025-2029
PUBLISHED:
PAGES: 255 Pages
DELIVERY TIME: 1-2 business days
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The federated learning market is forecasted to grow by USD 301.1 mn during 2024-2029, accelerating at a CAGR of 15.9% during the forecast period. The report on the federated learning market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.
The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by increasingly stringent data privacy regulations and growing privacy concerns, need for collaborative ai and overcoming data silos, and proliferation of edge computing and internet of things (IoT).
| Market Scope | |
|---|---|
| Base Year | 2025 |
| End Year | 2029 |
| Series Year | 2025-2029 |
| Growth Momentum | Accelerate |
| YOY 2025 | 13.4% |
| CAGR | 15.9% |
| Incremental Value | $301.1 mn |
The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market size data, segment with regional analysis and vendor landscape in addition to an analysis of the key companies. Reports have historic and forecast data.
Technavio's federated learning market is segmented as below:
By Deployment
- Cloud
- On-premises
By Type
- Horizontal federated learning
- Vertical federated learning
- Federated transfer learning
By End-user
- Healthcare
- BFSI
- Manufacturing
- Automotive
- IT and telecom
By Technology
- Federated averaging
- Differential privacy
- Homomorphic encryption
By Geographical Landscape
- North America
- APAC
- Europe
- South America
- Middle East and Africa
This study identifies the rise of vertical-specific federated learning platforms as one of the prime reasons driving the federated learning market growth during the next few years. Also, convergence of federated learning with other privacy-enhancing technologies and shift toward decentralized and serverless architectures will lead to sizable demand in the market.
The report on the federated learning market covers the following areas:
- Federated Learning Market sizing
- Federated Learning Market forecast
- Federated Learning Market industry analysis
The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading federated learning market vendors that include Alibaba Group Holding Ltd., Amazon Web Services Inc., Arcium, Bitfount, Consilient, Edge Delta, Flock, Flower Labs GmbH, Google LLC, Hewlett Packard Enterprise Co., Intel Corp., International Business Machines Corp., Microsoft Corp., NVIDIA Corp., Owkin Inc., Samsung SDS, Secure AI Labs, sherpa.ai, Snowflake Inc., and Symphony Innovation LLC. Also, the federated learning market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.
The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive primary and secondary research. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast accurate market growth.
Product Code: IRTNTR80658
Table of Contents
1 Executive Summary
- 1.1 Market overview
- Executive Summary - Chart on Market Overview
- Executive Summary - Data Table on Market Overview
- Executive Summary - Chart on Global Market Characteristics
- Executive Summary - Chart on Market By Geographical Landscape
- Executive Summary - Chart on Market Segmentation by Deployment
- Executive Summary - Chart on Market Segmentation by Type
- Executive Summary - Chart on Market Segmentation by End-user
- Executive Summary - Chart on Market Segmentation by Technology
- Executive Summary - Chart on Incremental Growth
- Executive Summary - Data Table on Incremental Growth
- Executive Summary - Chart on Company Market Positioning
2 Technavio Analysis
- 2.1 Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
- Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
- 2.2 Criticality of inputs and Factors of differentiation
- Overview on criticality of inputs and factors of differentiation
- 2.3 Factors of disruption
- Overview on factors of disruption
- 2.4 Impact of drivers and challenges
- Impact of drivers and challenges in 2024 and 2029
3 Market Landscape
- 3.1 Market ecosystem
- Parent Market
- Data Table on - Parent Market
- 3.2 Market characteristics
- Market characteristics analysis
- 3.3 Value chain analysis
- Value chain analysis
4 Market Sizing
- 4.1 Market definition
- Offerings of companies included in the market definition
- 4.2 Market segment analysis
- Market segments
- 4.3 Market size 2024
- 4.4 Market outlook: Forecast for 2024-2029
- Chart on Global - Market size and forecast 2024-2029 ($ million)
- Data Table on Global - Market size and forecast 2024-2029 ($ million)
- Chart on Global Market: Year-over-year growth 2024-2029 (%)
- Data Table on Global Market: Year-over-year growth 2024-2029 (%)
5 Historic Market Size
- 5.1 Global Federated Learning Market 2019 - 2023
- Historic Market Size - Data Table on Global Federated Learning Market 2019 - 2023 ($ million)
- 5.2 Deployment segment analysis 2019 - 2023
- Historic Market Size - Deployment Segment 2019 - 2023 ($ million)
- 5.3 Type segment analysis 2019 - 2023
- Historic Market Size - Type Segment 2019 - 2023 ($ million)
- 5.4 End-user segment analysis 2019 - 2023
- Historic Market Size - End-user Segment 2019 - 2023 ($ million)
- 5.5 Technology segment analysis 2019 - 2023
- Historic Market Size - Technology Segment 2019 - 2023 ($ million)
- 5.6 Geography segment analysis 2019 - 2023
- Historic Market Size - Geography Segment 2019 - 2023 ($ million)
- 5.7 Country segment analysis 2019 - 2023
- Historic Market Size - Country Segment 2019 - 2023 ($ million)
6 Five Forces Analysis
- 6.1 Five forces summary
- Five forces analysis - Comparison between 2024 and 2029
- 6.2 Bargaining power of buyers
- Bargaining power of buyers - Impact of key factors 2024 and 2029
- 6.3 Bargaining power of suppliers
- Bargaining power of suppliers - Impact of key factors in 2024 and 2029
- 6.4 Threat of new entrants
- Threat of new entrants - Impact of key factors in 2024 and 2029
- 6.5 Threat of substitutes
- Threat of substitutes - Impact of key factors in 2024 and 2029
- 6.6 Threat of rivalry
- Threat of rivalry - Impact of key factors in 2024 and 2029
- 6.7 Market condition
- Chart on Market condition - Five forces 2024 and 2029
7 Market Segmentation by Deployment
- 7.1 Market segments
- Chart on Deployment - Market share 2024-2029 (%)
- Data Table on Deployment - Market share 2024-2029 (%)
- 7.2 Comparison by Deployment
- Chart on Comparison by Deployment
- Data Table on Comparison by Deployment
- 7.3 Cloud - Market size and forecast 2024-2029
- Chart on Cloud - Market size and forecast 2024-2029 ($ million)
- Data Table on Cloud - Market size and forecast 2024-2029 ($ million)
- Chart on Cloud - Year-over-year growth 2024-2029 (%)
- Data Table on Cloud - Year-over-year growth 2024-2029 (%)
- 7.4 On-premises - Market size and forecast 2024-2029
- Chart on On-premises - Market size and forecast 2024-2029 ($ million)
- Data Table on On-premises - Market size and forecast 2024-2029 ($ million)
- Chart on On-premises - Year-over-year growth 2024-2029 (%)
- Data Table on On-premises - Year-over-year growth 2024-2029 (%)
- 7.5 Market opportunity by Deployment
- Market opportunity by Deployment ($ million)
- Data Table on Market opportunity by Deployment ($ million)
8 Market Segmentation by Type
- 8.1 Market segments
- Chart on Type - Market share 2024-2029 (%)
- Data Table on Type - Market share 2024-2029 (%)
- 8.2 Comparison by Type
- Chart on Comparison by Type
- Data Table on Comparison by Type
- 8.3 Horizontal federated learning - Market size and forecast 2024-2029
- Chart on Horizontal federated learning - Market size and forecast 2024-2029 ($ million)
- Data Table on Horizontal federated learning - Market size and forecast 2024-2029 ($ million)
- Chart on Horizontal federated learning - Year-over-year growth 2024-2029 (%)
- Data Table on Horizontal federated learning - Year-over-year growth 2024-2029 (%)
- 8.4 Vertical federated learning - Market size and forecast 2024-2029
- Chart on Vertical federated learning - Market size and forecast 2024-2029 ($ million)
- Data Table on Vertical federated learning - Market size and forecast 2024-2029 ($ million)
- Chart on Vertical federated learning - Year-over-year growth 2024-2029 (%)
- Data Table on Vertical federated learning - Year-over-year growth 2024-2029 (%)
- 8.5 Federated transfer learning - Market size and forecast 2024-2029
- Chart on Federated transfer learning - Market size and forecast 2024-2029 ($ million)
- Data Table on Federated transfer learning - Market size and forecast 2024-2029 ($ million)
- Chart on Federated transfer learning - Year-over-year growth 2024-2029 (%)
- Data Table on Federated transfer learning - Year-over-year growth 2024-2029 (%)
- 8.6 Market opportunity by Type
- Market opportunity by Type ($ million)
- Data Table on Market opportunity by Type ($ million)
9 Market Segmentation by End-user
- 9.1 Market segments
- Chart on End-user - Market share 2024-2029 (%)
- Data Table on End-user - Market share 2024-2029 (%)
- 9.2 Comparison by End-user
- Chart on Comparison by End-user
- Data Table on Comparison by End-user
- 9.3 Healthcare - Market size and forecast 2024-2029
- Chart on Healthcare - Market size and forecast 2024-2029 ($ million)
- Data Table on Healthcare - Market size and forecast 2024-2029 ($ million)
- Chart on Healthcare - Year-over-year growth 2024-2029 (%)
- Data Table on Healthcare - Year-over-year growth 2024-2029 (%)
- 9.4 BFSI - Market size and forecast 2024-2029
- Chart on BFSI - Market size and forecast 2024-2029 ($ million)
- Data Table on BFSI - Market size and forecast 2024-2029 ($ million)
- Chart on BFSI - Year-over-year growth 2024-2029 (%)
- Data Table on BFSI - Year-over-year growth 2024-2029 (%)
- 9.5 Manufacturing - Market size and forecast 2024-2029
- Chart on Manufacturing - Market size and forecast 2024-2029 ($ million)
- Data Table on Manufacturing - Market size and forecast 2024-2029 ($ million)
- Chart on Manufacturing - Year-over-year growth 2024-2029 (%)
- Data Table on Manufacturing - Year-over-year growth 2024-2029 (%)
- 9.6 Automotive - Market size and forecast 2024-2029
- Chart on Automotive - Market size and forecast 2024-2029 ($ million)
- Data Table on Automotive - Market size and forecast 2024-2029 ($ million)
- Chart on Automotive - Year-over-year growth 2024-2029 (%)
- Data Table on Automotive - Year-over-year growth 2024-2029 (%)
- 9.7 IT and telecom - Market size and forecast 2024-2029
- Chart on IT and telecom - Market size and forecast 2024-2029 ($ million)
- Data Table on IT and telecom - Market size and forecast 2024-2029 ($ million)
- Chart on IT and telecom - Year-over-year growth 2024-2029 (%)
- Data Table on IT and telecom - Year-over-year growth 2024-2029 (%)
- 9.8 Market opportunity by End-user
- Market opportunity by End-user ($ million)
- Data Table on Market opportunity by End-user ($ million)
10 Market Segmentation by Technology
- 10.1 Market segments
- Chart on Technology - Market share 2024-2029 (%)
- Data Table on Technology - Market share 2024-2029 (%)
- 10.2 Comparison by Technology
- Chart on Comparison by Technology
- Data Table on Comparison by Technology
- 10.3 Federated averaging - Market size and forecast 2024-2029
- Chart on Federated averaging - Market size and forecast 2024-2029 ($ million)
- Data Table on Federated averaging - Market size and forecast 2024-2029 ($ million)
- Chart on Federated averaging - Year-over-year growth 2024-2029 (%)
- Data Table on Federated averaging - Year-over-year growth 2024-2029 (%)
- 10.4 Differential privacy - Market size and forecast 2024-2029
- Chart on Differential privacy - Market size and forecast 2024-2029 ($ million)
- Data Table on Differential privacy - Market size and forecast 2024-2029 ($ million)
- Chart on Differential privacy - Year-over-year growth 2024-2029 (%)
- Data Table on Differential privacy - Year-over-year growth 2024-2029 (%)
- 10.5 Homomorphic encryption - Market size and forecast 2024-2029
- Chart on Homomorphic encryption - Market size and forecast 2024-2029 ($ million)
- Data Table on Homomorphic encryption - Market size and forecast 2024-2029 ($ million)
- Chart on Homomorphic encryption - Year-over-year growth 2024-2029 (%)
- Data Table on Homomorphic encryption - Year-over-year growth 2024-2029 (%)
- 10.6 Market opportunity by Technology
- Market opportunity by Technology ($ million)
- Data Table on Market opportunity by Technology ($ million)
11 Customer Landscape
- 11.1 Customer landscape overview
- Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
12 Geographic Landscape
- 12.1 Geographic segmentation
- Chart on Market share By Geographical Landscape 2024-2029 (%)
- Data Table on Market share By Geographical Landscape 2024-2029 (%)
- 12.2 Geographic comparison
- Chart on Geographic comparison
- Data Table on Geographic comparison
- 12.3 North America - Market size and forecast 2024-2029
- Chart on North America - Market size and forecast 2024-2029 ($ million)
- Data Table on North America - Market size and forecast 2024-2029 ($ million)
- Chart on North America - Year-over-year growth 2024-2029 (%)
- Data Table on North America - Year-over-year growth 2024-2029 (%)
- 12.4 APAC - Market size and forecast 2024-2029
- Chart on APAC - Market size and forecast 2024-2029 ($ million)
- Data Table on APAC - Market size and forecast 2024-2029 ($ million)
- Chart on APAC - Year-over-year growth 2024-2029 (%)
- Data Table on APAC - Year-over-year growth 2024-2029 (%)
- 12.5 Europe - Market size and forecast 2024-2029
- Chart on Europe - Market size and forecast 2024-2029 ($ million)
- Data Table on Europe - Market size and forecast 2024-2029 ($ million)
- Chart on Europe - Year-over-year growth 2024-2029 (%)
- Data Table on Europe - Year-over-year growth 2024-2029 (%)
- 12.6 South America - Market size and forecast 2024-2029
- Chart on South America - Market size and forecast 2024-2029 ($ million)
- Data Table on South America - Market size and forecast 2024-2029 ($ million)
- Chart on South America - Year-over-year growth 2024-2029 (%)
- Data Table on South America - Year-over-year growth 2024-2029 (%)
- 12.7 Middle East and Africa - Market size and forecast 2024-2029
- Chart on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
- Data Table on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
- Chart on Middle East and Africa - Year-over-year growth 2024-2029 (%)
- Data Table on Middle East and Africa - Year-over-year growth 2024-2029 (%)
- 12.8 US - Market size and forecast 2024-2029
- Chart on US - Market size and forecast 2024-2029 ($ million)
- Data Table on US - Market size and forecast 2024-2029 ($ million)
- Chart on US - Year-over-year growth 2024-2029 (%)
- Data Table on US - Year-over-year growth 2024-2029 (%)
- 12.9 Canada - Market size and forecast 2024-2029
- Chart on Canada - Market size and forecast 2024-2029 ($ million)
- Data Table on Canada - Market size and forecast 2024-2029 ($ million)
- Chart on Canada - Year-over-year growth 2024-2029 (%)
- Data Table on Canada - Year-over-year growth 2024-2029 (%)
- 12.10 China - Market size and forecast 2024-2029
- Chart on China - Market size and forecast 2024-2029 ($ million)
- Data Table on China - Market size and forecast 2024-2029 ($ million)
- Chart on China - Year-over-year growth 2024-2029 (%)
- Data Table on China - Year-over-year growth 2024-2029 (%)
- 12.11 UK - Market size and forecast 2024-2029
- Chart on UK - Market size and forecast 2024-2029 ($ million)
- Data Table on UK - Market size and forecast 2024-2029 ($ million)
- Chart on UK - Year-over-year growth 2024-2029 (%)
- Data Table on UK - Year-over-year growth 2024-2029 (%)
- 12.12 Germany - Market size and forecast 2024-2029
- Chart on Germany - Market size and forecast 2024-2029 ($ million)
- Data Table on Germany - Market size and forecast 2024-2029 ($ million)
- Chart on Germany - Year-over-year growth 2024-2029 (%)
- Data Table on Germany - Year-over-year growth 2024-2029 (%)
- 12.13 India - Market size and forecast 2024-2029
- Chart on India - Market size and forecast 2024-2029 ($ million)
- Data Table on India - Market size and forecast 2024-2029 ($ million)
- Chart on India - Year-over-year growth 2024-2029 (%)
- Data Table on India - Year-over-year growth 2024-2029 (%)
- 12.14 France - Market size and forecast 2024-2029
- Chart on France - Market size and forecast 2024-2029 ($ million)
- Data Table on France - Market size and forecast 2024-2029 ($ million)
- Chart on France - Year-over-year growth 2024-2029 (%)
- Data Table on France - Year-over-year growth 2024-2029 (%)
- 12.15 Japan - Market size and forecast 2024-2029
- Chart on Japan - Market size and forecast 2024-2029 ($ million)
- Data Table on Japan - Market size and forecast 2024-2029 ($ million)
- Chart on Japan - Year-over-year growth 2024-2029 (%)
- Data Table on Japan - Year-over-year growth 2024-2029 (%)
- 12.16 Mexico - Market size and forecast 2024-2029
- Chart on Mexico - Market size and forecast 2024-2029 ($ million)
- Data Table on Mexico - Market size and forecast 2024-2029 ($ million)
- Chart on Mexico - Year-over-year growth 2024-2029 (%)
- Data Table on Mexico - Year-over-year growth 2024-2029 (%)
- 12.17 Brazil - Market size and forecast 2024-2029
- Chart on Brazil - Market size and forecast 2024-2029 ($ million)
- Data Table on Brazil - Market size and forecast 2024-2029 ($ million)
- Chart on Brazil - Year-over-year growth 2024-2029 (%)
- Data Table on Brazil - Year-over-year growth 2024-2029 (%)
- 12.18 Market opportunity By Geographical Landscape
- Market opportunity By Geographical Landscape ($ million)
- Data Tables on Market opportunity By Geographical Landscape ($ million)
13 Drivers, Challenges, and Opportunity/Restraints
- 13.1 Market drivers
- 13.2 Market challenges
- 13.3 Impact of drivers and challenges
- Impact of drivers and challenges in 2024 and 2029
- 13.4 Market opportunities/restraints
14 Competitive Landscape
- 14.1 Overview
- 14.2 Competitive Landscape
- Overview on criticality of inputs and factors of differentiation
- 14.3 Landscape disruption
- Overview on factors of disruption
- 14.4 Industry risks
- Impact of key risks on business
15 Competitive Analysis
- 15.1 Companies profiled
- Companies covered
- 15.2 Company ranking index
- Company ranking index
- 15.3 Market positioning of companies
- Matrix on companies position and classification
- 15.4 Alibaba Group Holding Ltd.
- Alibaba Group Holding Ltd. - Overview
- Alibaba Group Holding Ltd. - Business segments
- Alibaba Group Holding Ltd. - Key news
- Alibaba Group Holding Ltd. - Key offerings
- Alibaba Group Holding Ltd. - Segment focus
- SWOT
- 15.5 Amazon Web Services Inc.
- Amazon Web Services Inc. - Overview
- Amazon Web Services Inc. - Product / Service
- Amazon Web Services Inc. - Key news
- Amazon Web Services Inc. - Key offerings
- SWOT
- 15.6 Bitfount
- Bitfount - Overview
- Bitfount - Product / Service
- Bitfount - Key offerings
- SWOT
- 15.7 Flock
- Flock - Overview
- Flock - Product / Service
- Flock - Key offerings
- SWOT
- 15.8 Flower Labs GmbH
- Flower Labs GmbH - Overview
- Flower Labs GmbH - Product / Service
- Flower Labs GmbH - Key offerings
- SWOT
- 15.9 Google LLC
- Google LLC - Overview
- Google LLC - Product / Service
- Google LLC - Key news
- Google LLC - Key offerings
- SWOT
- 15.10 Intel Corp.
- Intel Corp. - Overview
- Intel Corp. - Business segments
- Intel Corp. - Key news
- Intel Corp. - Key offerings
- Intel Corp. - Segment focus
- SWOT
- 15.11 International Business Machines Corp.
- International Business Machines Corp. - Overview
- International Business Machines Corp. - Business segments
- International Business Machines Corp. - Key news
- International Business Machines Corp. - Key offerings
- International Business Machines Corp. - Segment focus
- SWOT
- 15.12 Microsoft Corp.
- Microsoft Corp. - Overview
- Microsoft Corp. - Business segments
- Microsoft Corp. - Key news
- Microsoft Corp. - Key offerings
- Microsoft Corp. - Segment focus
- SWOT
- 15.13 NVIDIA Corp.
- NVIDIA Corp. - Overview
- NVIDIA Corp. - Business segments
- NVIDIA Corp. - Key news
- NVIDIA Corp. - Key offerings
- NVIDIA Corp. - Segment focus
- SWOT
- 15.14 Owkin Inc.
- Owkin Inc. - Overview
- Owkin Inc. - Product / Service
- Owkin Inc. - Key offerings
- SWOT
- 15.15 Samsung SDS
- Samsung SDS - Overview
- Samsung SDS - Product / Service
- Samsung SDS - Key offerings
- SWOT
- 15.16 Secure AI Labs
- Secure AI Labs - Overview
- Secure AI Labs - Product / Service
- Secure AI Labs - Key offerings
- SWOT
- 15.17 sherpa.ai
- sherpa.ai - Overview
- sherpa.ai - Product / Service
- sherpa.ai - Key offerings
- SWOT
- 15.18 Snowflake Inc.
- Snowflake Inc. - Overview
- Snowflake Inc. - Product / Service
- Snowflake Inc. - Key news
- Snowflake Inc. - Key offerings
- SWOT
16 Appendix
- 16.1 Scope of the report
- 16.2 Inclusions and exclusions checklist
- Inclusions checklist
- Exclusions checklist
- 16.3 Currency conversion rates for US$
- Currency conversion rates for US$
- 16.4 Research methodology
- Research methodology
- 16.5 Data procurement
- Information sources
- 16.6 Data validation
- Data validation
- 16.7 Validation techniques employed for market sizing
- Validation techniques employed for market sizing
- 16.8 Data synthesis
- Data synthesis
- 16.9 360 degree market analysis
- 360 degree market analysis
- 16.10 List of abbreviations
- List of abbreviations
Product Code: IRTNTR80658
Exhibits:
- Exhibits1: Executive Summary - Chart on Market Overview
- Exhibits2: Executive Summary - Data Table on Market Overview
- Exhibits3: Executive Summary - Chart on Global Market Characteristics
- Exhibits4: Executive Summary - Chart on Market By Geographical Landscape
- Exhibits5: Executive Summary - Chart on Market Segmentation by Deployment
- Exhibits6: Executive Summary - Chart on Market Segmentation by Type
- Exhibits7: Executive Summary - Chart on Market Segmentation by End-user
- Exhibits8: Executive Summary - Chart on Market Segmentation by Technology
- Exhibits9: Executive Summary - Chart on Incremental Growth
- Exhibits10: Executive Summary - Data Table on Incremental Growth
- Exhibits11: Executive Summary - Chart on Company Market Positioning
- Exhibits12: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
- Exhibits13: Overview on criticality of inputs and factors of differentiation
- Exhibits14: Overview on factors of disruption
- Exhibits15: Impact of drivers and challenges in 2024 and 2029
- Exhibits16: Parent Market
- Exhibits17: Data Table on - Parent Market
- Exhibits18: Market characteristics analysis
- Exhibits19: Value chain analysis
- Exhibits20: Offerings of companies included in the market definition
- Exhibits21: Market segments
- Exhibits22: Chart on Global - Market size and forecast 2024-2029 ($ million)
- Exhibits23: Data Table on Global - Market size and forecast 2024-2029 ($ million)
- Exhibits24: Chart on Global Market: Year-over-year growth 2024-2029 (%)
- Exhibits25: Data Table on Global Market: Year-over-year growth 2024-2029 (%)
- Exhibits26: Historic Market Size - Data Table on Global Federated Learning Market 2019 - 2023 ($ million)
- Exhibits27: Historic Market Size - Deployment Segment 2019 - 2023 ($ million)
- Exhibits28: Historic Market Size - Type Segment 2019 - 2023 ($ million)
- Exhibits29: Historic Market Size - End-user Segment 2019 - 2023 ($ million)
- Exhibits30: Historic Market Size - Technology Segment 2019 - 2023 ($ million)
- Exhibits31: Historic Market Size - Geography Segment 2019 - 2023 ($ million)
- Exhibits32: Historic Market Size - Country Segment 2019 - 2023 ($ million)
- Exhibits33: Five forces analysis - Comparison between 2024 and 2029
- Exhibits34: Bargaining power of buyers - Impact of key factors 2024 and 2029
- Exhibits35: Bargaining power of suppliers - Impact of key factors in 2024 and 2029
- Exhibits36: Threat of new entrants - Impact of key factors in 2024 and 2029
- Exhibits37: Threat of substitutes - Impact of key factors in 2024 and 2029
- Exhibits38: Threat of rivalry - Impact of key factors in 2024 and 2029
- Exhibits39: Chart on Market condition - Five forces 2024 and 2029
- Exhibits40: Chart on Deployment - Market share 2024-2029 (%)
- Exhibits41: Data Table on Deployment - Market share 2024-2029 (%)
- Exhibits42: Chart on Comparison by Deployment
- Exhibits43: Data Table on Comparison by Deployment
- Exhibits44: Chart on Cloud - Market size and forecast 2024-2029 ($ million)
- Exhibits45: Data Table on Cloud - Market size and forecast 2024-2029 ($ million)
- Exhibits46: Chart on Cloud - Year-over-year growth 2024-2029 (%)
- Exhibits47: Data Table on Cloud - Year-over-year growth 2024-2029 (%)
- Exhibits48: Chart on On-premises - Market size and forecast 2024-2029 ($ million)
- Exhibits49: Data Table on On-premises - Market size and forecast 2024-2029 ($ million)
- Exhibits50: Chart on On-premises - Year-over-year growth 2024-2029 (%)
- Exhibits51: Data Table on On-premises - Year-over-year growth 2024-2029 (%)
- Exhibits52: Market opportunity by Deployment ($ million)
- Exhibits53: Data Table on Market opportunity by Deployment ($ million)
- Exhibits54: Chart on Type - Market share 2024-2029 (%)
- Exhibits55: Data Table on Type - Market share 2024-2029 (%)
- Exhibits56: Chart on Comparison by Type
- Exhibits57: Data Table on Comparison by Type
- Exhibits58: Chart on Horizontal federated learning - Market size and forecast 2024-2029 ($ million)
- Exhibits59: Data Table on Horizontal federated learning - Market size and forecast 2024-2029 ($ million)
- Exhibits60: Chart on Horizontal federated learning - Year-over-year growth 2024-2029 (%)
- Exhibits61: Data Table on Horizontal federated learning - Year-over-year growth 2024-2029 (%)
- Exhibits62: Chart on Vertical federated learning - Market size and forecast 2024-2029 ($ million)
- Exhibits63: Data Table on Vertical federated learning - Market size and forecast 2024-2029 ($ million)
- Exhibits64: Chart on Vertical federated learning - Year-over-year growth 2024-2029 (%)
- Exhibits65: Data Table on Vertical federated learning - Year-over-year growth 2024-2029 (%)
- Exhibits66: Chart on Federated transfer learning - Market size and forecast 2024-2029 ($ million)
- Exhibits67: Data Table on Federated transfer learning - Market size and forecast 2024-2029 ($ million)
- Exhibits68: Chart on Federated transfer learning - Year-over-year growth 2024-2029 (%)
- Exhibits69: Data Table on Federated transfer learning - Year-over-year growth 2024-2029 (%)
- Exhibits70: Market opportunity by Type ($ million)
- Exhibits71: Data Table on Market opportunity by Type ($ million)
- Exhibits72: Chart on End-user - Market share 2024-2029 (%)
- Exhibits73: Data Table on End-user - Market share 2024-2029 (%)
- Exhibits74: Chart on Comparison by End-user
- Exhibits75: Data Table on Comparison by End-user
- Exhibits76: Chart on Healthcare - Market size and forecast 2024-2029 ($ million)
- Exhibits77: Data Table on Healthcare - Market size and forecast 2024-2029 ($ million)
- Exhibits78: Chart on Healthcare - Year-over-year growth 2024-2029 (%)
- Exhibits79: Data Table on Healthcare - Year-over-year growth 2024-2029 (%)
- Exhibits80: Chart on BFSI - Market size and forecast 2024-2029 ($ million)
- Exhibits81: Data Table on BFSI - Market size and forecast 2024-2029 ($ million)
- Exhibits82: Chart on BFSI - Year-over-year growth 2024-2029 (%)
- Exhibits83: Data Table on BFSI - Year-over-year growth 2024-2029 (%)
- Exhibits84: Chart on Manufacturing - Market size and forecast 2024-2029 ($ million)
- Exhibits85: Data Table on Manufacturing - Market size and forecast 2024-2029 ($ million)
- Exhibits86: Chart on Manufacturing - Year-over-year growth 2024-2029 (%)
- Exhibits87: Data Table on Manufacturing - Year-over-year growth 2024-2029 (%)
- Exhibits88: Chart on Automotive - Market size and forecast 2024-2029 ($ million)
- Exhibits89: Data Table on Automotive - Market size and forecast 2024-2029 ($ million)
- Exhibits90: Chart on Automotive - Year-over-year growth 2024-2029 (%)
- Exhibits91: Data Table on Automotive - Year-over-year growth 2024-2029 (%)
- Exhibits92: Chart on IT and telecom - Market size and forecast 2024-2029 ($ million)
- Exhibits93: Data Table on IT and telecom - Market size and forecast 2024-2029 ($ million)
- Exhibits94: Chart on IT and telecom - Year-over-year growth 2024-2029 (%)
- Exhibits95: Data Table on IT and telecom - Year-over-year growth 2024-2029 (%)
- Exhibits96: Market opportunity by End-user ($ million)
- Exhibits97: Data Table on Market opportunity by End-user ($ million)
- Exhibits98: Chart on Technology - Market share 2024-2029 (%)
- Exhibits99: Data Table on Technology - Market share 2024-2029 (%)
- Exhibits100: Chart on Comparison by Technology
- Exhibits101: Data Table on Comparison by Technology
- Exhibits102: Chart on Federated averaging - Market size and forecast 2024-2029 ($ million)
- Exhibits103: Data Table on Federated averaging - Market size and forecast 2024-2029 ($ million)
- Exhibits104: Chart on Federated averaging - Year-over-year growth 2024-2029 (%)
- Exhibits105: Data Table on Federated averaging - Year-over-year growth 2024-2029 (%)
- Exhibits106: Chart on Differential privacy - Market size and forecast 2024-2029 ($ million)
- Exhibits107: Data Table on Differential privacy - Market size and forecast 2024-2029 ($ million)
- Exhibits108: Chart on Differential privacy - Year-over-year growth 2024-2029 (%)
- Exhibits109: Data Table on Differential privacy - Year-over-year growth 2024-2029 (%)
- Exhibits110: Chart on Homomorphic encryption - Market size and forecast 2024-2029 ($ million)
- Exhibits111: Data Table on Homomorphic encryption - Market size and forecast 2024-2029 ($ million)
- Exhibits112: Chart on Homomorphic encryption - Year-over-year growth 2024-2029 (%)
- Exhibits113: Data Table on Homomorphic encryption - Year-over-year growth 2024-2029 (%)
- Exhibits114: Market opportunity by Technology ($ million)
- Exhibits115: Data Table on Market opportunity by Technology ($ million)
- Exhibits116: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
- Exhibits117: Chart on Market share By Geographical Landscape 2024-2029 (%)
- Exhibits118: Data Table on Market share By Geographical Landscape 2024-2029 (%)
- Exhibits119: Chart on Geographic comparison
- Exhibits120: Data Table on Geographic comparison
- Exhibits121: Chart on North America - Market size and forecast 2024-2029 ($ million)
- Exhibits122: Data Table on North America - Market size and forecast 2024-2029 ($ million)
- Exhibits123: Chart on North America - Year-over-year growth 2024-2029 (%)
- Exhibits124: Data Table on North America - Year-over-year growth 2024-2029 (%)
- Exhibits125: Chart on APAC - Market size and forecast 2024-2029 ($ million)
- Exhibits126: Data Table on APAC - Market size and forecast 2024-2029 ($ million)
- Exhibits127: Chart on APAC - Year-over-year growth 2024-2029 (%)
- Exhibits128: Data Table on APAC - Year-over-year growth 2024-2029 (%)
- Exhibits129: Chart on Europe - Market size and forecast 2024-2029 ($ million)
- Exhibits130: Data Table on Europe - Market size and forecast 2024-2029 ($ million)
- Exhibits131: Chart on Europe - Year-over-year growth 2024-2029 (%)
- Exhibits132: Data Table on Europe - Year-over-year growth 2024-2029 (%)
- Exhibits133: Chart on South America - Market size and forecast 2024-2029 ($ million)
- Exhibits134: Data Table on South America - Market size and forecast 2024-2029 ($ million)
- Exhibits135: Chart on South America - Year-over-year growth 2024-2029 (%)
- Exhibits136: Data Table on South America - Year-over-year growth 2024-2029 (%)
- Exhibits137: Chart on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
- Exhibits138: Data Table on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
- Exhibits139: Chart on Middle East and Africa - Year-over-year growth 2024-2029 (%)
- Exhibits140: Data Table on Middle East and Africa - Year-over-year growth 2024-2029 (%)
- Exhibits141: Chart on US - Market size and forecast 2024-2029 ($ million)
- Exhibits142: Data Table on US - Market size and forecast 2024-2029 ($ million)
- Exhibits143: Chart on US - Year-over-year growth 2024-2029 (%)
- Exhibits144: Data Table on US - Year-over-year growth 2024-2029 (%)
- Exhibits145: Chart on Canada - Market size and forecast 2024-2029 ($ million)
- Exhibits146: Data Table on Canada - Market size and forecast 2024-2029 ($ million)
- Exhibits147: Chart on Canada - Year-over-year growth 2024-2029 (%)
- Exhibits148: Data Table on Canada - Year-over-year growth 2024-2029 (%)
- Exhibits149: Chart on China - Market size and forecast 2024-2029 ($ million)
- Exhibits150: Data Table on China - Market size and forecast 2024-2029 ($ million)
- Exhibits151: Chart on China - Year-over-year growth 2024-2029 (%)
- Exhibits152: Data Table on China - Year-over-year growth 2024-2029 (%)
- Exhibits153: Chart on UK - Market size and forecast 2024-2029 ($ million)
- Exhibits154: Data Table on UK - Market size and forecast 2024-2029 ($ million)
- Exhibits155: Chart on UK - Year-over-year growth 2024-2029 (%)
- Exhibits156: Data Table on UK - Year-over-year growth 2024-2029 (%)
- Exhibits157: Chart on Germany - Market size and forecast 2024-2029 ($ million)
- Exhibits158: Data Table on Germany - Market size and forecast 2024-2029 ($ million)
- Exhibits159: Chart on Germany - Year-over-year growth 2024-2029 (%)
- Exhibits160: Data Table on Germany - Year-over-year growth 2024-2029 (%)
- Exhibits161: Chart on India - Market size and forecast 2024-2029 ($ million)
- Exhibits162: Data Table on India - Market size and forecast 2024-2029 ($ million)
- Exhibits163: Chart on India - Year-over-year growth 2024-2029 (%)
- Exhibits164: Data Table on India - Year-over-year growth 2024-2029 (%)
- Exhibits165: Chart on France - Market size and forecast 2024-2029 ($ million)
- Exhibits166: Data Table on France - Market size and forecast 2024-2029 ($ million)
- Exhibits167: Chart on France - Year-over-year growth 2024-2029 (%)
- Exhibits168: Data Table on France - Year-over-year growth 2024-2029 (%)
- Exhibits169: Chart on Japan - Market size and forecast 2024-2029 ($ million)
- Exhibits170: Data Table on Japan - Market size and forecast 2024-2029 ($ million)
- Exhibits171: Chart on Japan - Year-over-year growth 2024-2029 (%)
- Exhibits172: Data Table on Japan - Year-over-year growth 2024-2029 (%)
- Exhibits173: Chart on Mexico - Market size and forecast 2024-2029 ($ million)
- Exhibits174: Data Table on Mexico - Market size and forecast 2024-2029 ($ million)
- Exhibits175: Chart on Mexico - Year-over-year growth 2024-2029 (%)
- Exhibits176: Data Table on Mexico - Year-over-year growth 2024-2029 (%)
- Exhibits177: Chart on Brazil - Market size and forecast 2024-2029 ($ million)
- Exhibits178: Data Table on Brazil - Market size and forecast 2024-2029 ($ million)
- Exhibits179: Chart on Brazil - Year-over-year growth 2024-2029 (%)
- Exhibits180: Data Table on Brazil - Year-over-year growth 2024-2029 (%)
- Exhibits181: Market opportunity By Geographical Landscape ($ million)
- Exhibits182: Data Tables on Market opportunity By Geographical Landscape ($ million)
- Exhibits183: Impact of drivers and challenges in 2024 and 2029
- Exhibits184: Overview on criticality of inputs and factors of differentiation
- Exhibits185: Overview on factors of disruption
- Exhibits186: Impact of key risks on business
- Exhibits187: Companies covered
- Exhibits188: Company ranking index
- Exhibits189: Matrix on companies position and classification
- Exhibits190: Alibaba Group Holding Ltd. - Overview
- Exhibits191: Alibaba Group Holding Ltd. - Business segments
- Exhibits192: Alibaba Group Holding Ltd. - Key news
- Exhibits193: Alibaba Group Holding Ltd. - Key offerings
- Exhibits194: Alibaba Group Holding Ltd. - Segment focus
- Exhibits195: SWOT
- Exhibits196: Amazon Web Services Inc. - Overview
- Exhibits197: Amazon Web Services Inc. - Product / Service
- Exhibits198: Amazon Web Services Inc. - Key news
- Exhibits199: Amazon Web Services Inc. - Key offerings
- Exhibits200: SWOT
- Exhibits201: Bitfount - Overview
- Exhibits202: Bitfount - Product / Service
- Exhibits203: Bitfount - Key offerings
- Exhibits204: SWOT
- Exhibits205: Flock - Overview
- Exhibits206: Flock - Product / Service
- Exhibits207: Flock - Key offerings
- Exhibits208: SWOT
- Exhibits209: Flower Labs GmbH - Overview
- Exhibits210: Flower Labs GmbH - Product / Service
- Exhibits211: Flower Labs GmbH - Key offerings
- Exhibits212: SWOT
- Exhibits213: Google LLC - Overview
- Exhibits214: Google LLC - Product / Service
- Exhibits215: Google LLC - Key news
- Exhibits216: Google LLC - Key offerings
- Exhibits217: SWOT
- Exhibits218: Intel Corp. - Overview
- Exhibits219: Intel Corp. - Business segments
- Exhibits220: Intel Corp. - Key news
- Exhibits221: Intel Corp. - Key offerings
- Exhibits222: Intel Corp. - Segment focus
- Exhibits223: SWOT
- Exhibits224: International Business Machines Corp. - Overview
- Exhibits225: International Business Machines Corp. - Business segments
- Exhibits226: International Business Machines Corp. - Key news
- Exhibits227: International Business Machines Corp. - Key offerings
- Exhibits228: International Business Machines Corp. - Segment focus
- Exhibits229: SWOT
- Exhibits230: Microsoft Corp. - Overview
- Exhibits231: Microsoft Corp. - Business segments
- Exhibits232: Microsoft Corp. - Key news
- Exhibits233: Microsoft Corp. - Key offerings
- Exhibits234: Microsoft Corp. - Segment focus
- Exhibits235: SWOT
- Exhibits236: NVIDIA Corp. - Overview
- Exhibits237: NVIDIA Corp. - Business segments
- Exhibits238: NVIDIA Corp. - Key news
- Exhibits239: NVIDIA Corp. - Key offerings
- Exhibits240: NVIDIA Corp. - Segment focus
- Exhibits241: SWOT
- Exhibits242: Owkin Inc. - Overview
- Exhibits243: Owkin Inc. - Product / Service
- Exhibits244: Owkin Inc. - Key offerings
- Exhibits245: SWOT
- Exhibits246: Samsung SDS - Overview
- Exhibits247: Samsung SDS - Product / Service
- Exhibits248: Samsung SDS - Key offerings
- Exhibits249: SWOT
- Exhibits250: Secure AI Labs - Overview
- Exhibits251: Secure AI Labs - Product / Service
- Exhibits252: Secure AI Labs - Key offerings
- Exhibits253: SWOT
- Exhibits254: sherpa.ai - Overview
- Exhibits255: sherpa.ai - Product / Service
- Exhibits256: sherpa.ai - Key offerings
- Exhibits257: SWOT
- Exhibits258: Snowflake Inc. - Overview
- Exhibits259: Snowflake Inc. - Product / Service
- Exhibits260: Snowflake Inc. - Key news
- Exhibits261: Snowflake Inc. - Key offerings
- Exhibits262: SWOT
- Exhibits263: Inclusions checklist
- Exhibits264: Exclusions checklist
- Exhibits265: Currency conversion rates for US$
- Exhibits266: Research methodology
- Exhibits267: Information sources
- Exhibits268: Data validation
- Exhibits269: Validation techniques employed for market sizing
- Exhibits270: Data synthesis
- Exhibits271: 360 degree market analysis
- Exhibits272: List of abbreviations
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