PUBLISHER: Polaris Market Research | PRODUCT CODE: 1132272
PUBLISHER: Polaris Market Research | PRODUCT CODE: 1132272
Federated Learning Market Share, Size, Trends, Industry Analysis Report, By Application ; By Industry Vertical; By Region; Segment Forecast, 2022 - 2030
The global federated learning market size is expected to reach USD 266.77 million by 2030, according to a new study by Polaris Market Research. The report "Federated Learning Market Share, Size, Trends, Industry Analysis Report, By Application (Industrial Internet of Things, Drug Discovery, Risk Management, Augmented and Virtual Reality, Data Privacy Management, Others); By Industry Vertical; By Region; Segment Forecast, 2022 - 2030" gives a detailed insight into current market dynamics and provides analysis on future market growth.
ML enables development of applications that learn and adapt from data with greater accuracy over time without explicit instructions. It includes algorithms that are capable to create systems by understanding input and output information that describes them. ML can be provided by several types of algorithms such as decision trees, neural networks, and inductive logic programming.
Moreover, federated learning is the new era of secure artificial intelligence (AI), as this technique trains, tests, and provide data security. In addition, the data is difficult to be hacked due to the introduction of such method. Federated learning method has a huge potential, as it helps in securing sensitive and personal information of people and businesses. It also, aggregates outcome and recognizes familiar samples from various users, therefore, making the module robust.
Advent of cloud computing, deep federated learning, and parallel computing architectures; and rise in demand for AI capabilities such as image, speech, text, and recognition have fast-tracked the ongoing research associated with AI, fueling a new trend of rise in investment in developing premium AI hardware, which is capable of advancing application development. In addition, increase in interest of aerospace players to deploy AI across several applications is expected to boost demand for federated learning during the forecast period.
Moreover, the adoption of predictive and prescriptive analytics has been increasing. Predictive analytics is used to know the likelihood of certain events happening in the future, and prescriptive analytics provides solutions and actions to be taken in case of occurrence of such events. End-user industries have been recognizing the benefits of these analytical solutions and utilizing them to gain an edge over competitors. Widespread applications of predictive and prescriptive analytics would provide growth opportunities in the industry.
Federated Learning Market Report Highlights
The market for industrial internet of things segment is expected to hold a significant share in 2030 as its adoption offers greater performance and efficiency across industries
The automotive segment is expected to be the fastest growing segment during the forecast period. This is due rise in adoption for artificial intelligence (AI) enabled federated learning technique
Europe region will lead the global market by 2030 due to rising initiatives undertaken by the governments towards healthcare industry
The global market is highly competitive owing to the existence of large market players with global presence including Google Inc., IBM Corporation, Intel Corporation, Lifebit, NVIDIA Corporation, Secure AI Labs, and Sherpa.AI.
Polaris Market Research has segmented the federated learning market report based on application, industry vertical, and region.:
Federated Learning, Application Outlook (Revenue - USD Million, 2018 - 2030)
Industrial Internet of Things
Drug Discovery
Risk Management
Augmented and Virtual Reality
Data Privacy Management
Others
Federated Learning, Industry Vertical Outlook (Revenue - USD Million, 2018 - 2030)
Retail
Automotive
IT & Telecommunication
Healthcare
BFSI
Manufacturing
Others
Federated Learning, Regional Outlook (Revenue - USD Million, 2018 - 2030)
North America
U.S
Canada
Europe
Germany
UK
France
Italy
Spain
Russia
Netherlands
Asia Pacific
China
India
Japan
South Korea
Indonesia
Malaysia
Latin America
Argentina
Brazil
Mexico
Middle East & Africa
UAE
Saudi Arabia
Israel
South Africa
Table of Contents
1. Introduction
- 1.1. Report Description
- 1.1.1. Objectives of the Study
- 1.1.2. Market Scope
- 1.1.3. Assumptions
- 1.2. Stakeholders
2. Executive Summary
- 2.1. Market Highlights
3. Research Methodology
- 3.1. Overview
- 3.1.1. Data Mining
- 3.2. Data Sources
- 3.2.1. Primary Sources
- 3.2.2. Secondary Sources
4. Global Federated Learning Market Insights
- 4.1. Federated Learning Market - Industry Snapshot
- 4.2. Federated Learning Market Dynamics
- 4.2.1. Drivers and Opportunities
- 4.2.1.1. Ability to ensure better data privacy and security by training algorithms on decentralized devices
- 4.2.1.2. Growing adoption of federated learning in various applications for data privacy
- 4.2.2. Restraints and Challenges
- 4.2.2.1. Lack of skilled technical expertise
- 4.2.1. Drivers and Opportunities
- 4.3. Porter's Five Forces Analysis
- 4.3.1. Bargaining Power of Suppliers (Moderate)
- 4.3.2. Threats of New Entrants: (Low)
- 4.3.3. Bargaining Power of Buyers (Moderate)
- 4.3.4. Threat of Substitute (Moderate)
- 4.3.5. Rivalry among existing firms (High)
- 4.4. PESTLE Analysis
- 4.5. Federated Learning Industry trends
- 4.6. Value Chain Analysis
- 4.7. COVID-19 Impact Analysis
5. Global Federated Learning Market, by Application
- 5.1. Key Findings
- 5.2. Introduction
- 5.2.1. Global Federated Learning, by Application, 2018 - 2030 (USD Million)
- 5.3. Industrial Internet of Things
- 5.3.1. Global Federated Learning Market, by Industrial Internet of Things, by Region, 2018 - 2030 (USD Million)
- 5.4. Drug Discovery
- 5.4.1. Global Federated Learning Market, by Drug Discovery, by Region, 2018 - 2030 (USD Million)
- 5.5. Risk Management
- 5.5.1. Global Federated Learning Market, by Risk Management, by Region, 2018 - 2030 (USD Million)
- 5.6. Augmented and Virtual Reality
- 5.6.1. Global Federated Learning Market, by Augmented and Virtual Reality, by Region, 2018 - 2030 (USD Million)
- 5.7. Data Privacy Management
- 5.7.1. Global Federated Learning Market, by Data Privacy Management, by Region, 2018 - 2030 (USD Million)
- 5.8. Others
- 5.8.1. Global Federated Learning Market, by Others, by Region, 2018 - 2030 (USD Million)
6. Global Federated Learning Market, by Industry Vertical
- 6.1. Key Findings
- 6.2. Introduction
- 6.2.1. Global Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 6.3. Retail
- 6.3.1. Global Federated Learning Market, by Retail, by Region, 2018 - 2030 (USD Million)
- 6.4. Automotive
- 6.4.1. Global Federated Learning Market, by Automotive, by Region, 2018 - 2030 (USD Million)
- 6.5. IT & Telecommunication
- 6.5.1. Global Federated Learning Market, by IT & Telecommunication, by Region, 2018 - 2030 (USD Million)
- 6.6. Healthcare
- 6.6.1. Global Federated Learning Market, by Healthcare, by Region, 2018 - 2030 (USD Million)
- 6.7. BFSI
- 6.7.1. Global Federated Learning Market, by BFSI, by Region, 2018 - 2030 (USD Million)
- 6.8. Manufacturing
- 6.8.1. Global Federated Learning Market, by Manufacturing, by Region, 2018 - 2030 (USD Million)
- 6.9. Ambulatory Surgery Centers
- 6.9.1. Global Federated Learning Market, by Ambulatory Surgery Centers, by Region, 2018 - 2030 (USD Million)
7. Global Federated Learning Market, by Geography
- 7.1. Key findings
- 7.2. Introduction
- 7.2.1. Federated Learning Market Assessment, By Geography, 2018 - 2030 (USD Million)
- 7.3. Federated Learning Market - North America
- 7.3.1. North America: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.3.2. North America: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.3.3. Federated Learning Market - U.S.
- 7.3.3.1. U.S.: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.3.3.2. U.S.: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.3.4. Federated Learning Market - Canada
- 7.3.4.1. Canada: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.3.4.2. Canada: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.4. Federated Learning Market - Europe
- 7.4.1. Europe: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.4.2. Europe: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.4.3. Federated Learning Market - UK
- 7.4.3.1. UK: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.4.3.2. UK: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.4.4. Federated Learning Market - France
- 7.4.4.1. France: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.4.4.2. France: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.4.5. Federated Learning Market - Germany
- 7.4.5.1. Germany: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.4.5.2. Germany: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.4.6. Federated Learning Market - Italy
- 7.4.6.1. Italy: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.4.6.2. Italy: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.4.7. Federated Learning Market - Spain
- 7.4.7.1. Spain: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.4.7.2. Spain: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.4.8. Federated Learning Market - Netherlands
- 7.4.8.1. Netherlands: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.4.8.2. Netherlands: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.4.9. Federated Learning Market - Russia
- 7.4.9.1. Russia: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.4.9.2. Russia: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.5. Federated Learning Market - Asia Pacific
- 7.5.1. Asia Pacific: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.5.2. Asia Pacific: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.5.3. Federated Learning Market - China
- 7.5.3.1. China: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.5.3.2. China: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.5.4. Federated Learning Market - India
- 7.5.4.1. India: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.5.4.2. India: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.5.5. Federated Learning Market - Malaysia
- 7.5.5.1. Malaysia: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.5.5.2. Malaysia: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.5.6. Federated Learning Market - Japan
- 7.5.6.1. Japan: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.5.6.2. Japan: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.5.7. Federated Learning Market - Indonesia
- 7.5.7.1. Indonesia: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.5.7.2. Indonesia: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.5.8. Federated Learning Market - South Korea
- 7.5.8.1. South Korea: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.5.8.2. South Korea: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.6. Federated Learning Market - Middle East & Africa
- 7.6.1. Middle East & Africa: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.6.2. Middle East & Africa: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.6.3. Federated Learning Market - Saudi Arabia
- 7.6.3.1. Saudi Arabia: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.6.3.2. Saudi Arabia: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.6.4. Federated Learning Market - UAE
- 7.6.4.1. UAE: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.6.4.2. UAE: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.6.5. Federated Learning Market - Israel
- 7.6.5.1. Israel: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.6.5.2. Israel: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.6.6. Federated Learning Market - South Africa
- 7.6.6.1. South Africa: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.6.6.2. South Africa: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.7. Federated Learning Market - Latin America
- 7.7.1. Latin America: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.7.2. Latin America: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.7.3. Federated Learning Market - Mexico
- 7.7.3.1. Mexico: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.7.3.2. Mexico: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.7.4. Federated Learning Market - Brazil
- 7.7.4.1. Brazil: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.7.4.2. Brazil: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- 7.7.5. Federated Learning Market - Argentina
- 7.7.5.1. Argentina: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- 7.7.5.2. Argentina: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
8. Competitive Landscape
- 8.1. Expansion and Acquisition Analysis
- 8.1.1. Expansion
- 8.1.2. Acquisitions
- 8.2. Partnerships/Collaborations/Agreements/Exhibitions
9. Company Profiles
- 9.1. Apheris AI GmbH
- 9.1.1. Company Overview
- 9.1.2. Financial Performance
- 9.1.3. Product Benchmarking
- 9.1.4. Recent Development
- 9.2. Acuratio
- 9.2.1. Company Overview
- 9.2.2. Financial Performance
- 9.2.3. Product Benchmarking
- 9.2.4. Recent Development
- 9.3. Consilient
- 9.3.1. Company Overview
- 9.3.2. Financial Performance
- 9.3.3. Product Benchmarking
- 9.3.4. Recent Development
- 9.4. Cloudera Inc
- 9.4.1. Company Overview
- 9.4.2. Financial Performance
- 9.4.3. Product Benchmarking
- 9.4.4. Recent Development
- 9.5. DataFleets
- 9.5.1. Company Overview
- 9.5.2. Financial Performance
- 9.5.3. Product Benchmarking
- 9.5.4. Recent Development
- 9.6. Decentralized Machine Learning
- 9.6.1. Company Overview
- 9.6.2. Financial Performance
- 9.6.3. Product Benchmarking
- 9.6.4. Recent Development
- 9.7. Edge Delta
- 9.7.1. Company Overview
- 9.7.2. Financial Performance
- 9.7.3. Product Benchmarking
- 9.7.4. Recent Development
- 9.8. Enveil
- 9.8.1. Company Overview
- 9.8.2. Financial Performance
- 9.8.3. Product Benchmarking
- 9.8.4. Recent Development
- 9.9. FedML
- 9.9.1. Company Overview
- 9.9.2. Financial Performance
- 9.9.3. Product Benchmarking
- 9.9.4. Recent Development
- 9.10. Google Inc
- 9.10.1. Company Overview
- 9.10.2. Financial Performance
- 9.10.3. Product Benchmarking
- 9.10.4. Recent Development
- 9.11. IBM Corporation
- 9.11.1. Company Overview
- 9.11.2. Financial Performance
- 9.11.3. Product Benchmarking
- 9.11.4. Recent Development
- 9.12. Intel Corporation
- 9.12.1. Company Overview
- 9.12.2. Financial Performance
- 9.12.3. Product Benchmarking
- 9.12.4. Recent Development
- 9.13. Lifebit
- 9.13.1. Company Overview
- 9.13.2. Financial Performance
- 9.13.3. Product Benchmarking
- 9.13.4. Recent Development
- 9.14. NVIDIA Corporation
- 9.14.1. Company Overview
- 9.14.2. Financial Performance
- 9.14.3. Product Benchmarking
- 9.14.4. Recent Development
- 9.15. Secure AI Labs
- 9.15.1. Company Overview
- 9.15.2. Financial Performance
- 9.15.3. Product Benchmarking
- 9.15.4. Recent Development
- 9.16. Sherpa.AI
- 9.16.1. Company Overview
- 9.16.2. Financial Performance
- 9.16.3. Product Benchmarking
- 9.16.4. Recent Development
List of Tables
- Table 1 Global Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 2 Global Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 3 Federated Learning Market Assessment, By Geography, 2018 - 2030 (USD Million)
- Table 4 North America: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 5 North America: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 6 U.S.: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 7 U.S.: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 8 Canada: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 9 Canada: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 10 Europe: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 11 Europe: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 12 UK: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 13 UK: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 14 France: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 15 France: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 16 Germany: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 17 Germany: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 18 Italy: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 19 Italy: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 20 Spain: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 21 Spain: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 22 Netherlands: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 23 Netherlands: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 24 Russia: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 25 Russia: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 26 Asia Pacific: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 27 Asia Pacific: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 28 China: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 29 China: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 30 India: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 31 India: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 32 Malaysia: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 33 Malaysia: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 34 Japan: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 35 Japan: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 36 Indonesia: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 37 Indonesia: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 38 South Korea: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 39 South Korea: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 40 Middle East & Africa: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 41 Middle East & Africa: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 42 Saudi Arabia: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 43 Saudi Arabia: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 44 UAE: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 45 UAE: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 46 Israel: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 47 Israel: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 48 South Africa: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 49 South Africa: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 50 Latin America: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 51 Latin America: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 52 Mexico: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 53 Mexico: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 54 Brazil: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 55 Brazil: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
- Table 56 Argentina: Federated Learning Market, by Industry Vertical, 2018 - 2030 (USD Million)
- Table 57 Argentina: Federated Learning Market, by Application, 2018 - 2030 (USD Million)
List of Figures
Figure 1 Global Federated Learning Market, 2018 - 2030 (USD Million)
Figure 2 Integrated Ecosystem
Figure 3 Research Methodology: Top-Down & Bottom-Up Approach
Figure 4 Market by Geography
Figure 5 Porter's Five Forces
Figure 6 Market by Industry Vertical
Figure 7 Global Federated Learning Market, by Industry Vertical, 2021 & 2030 (USD Million)
Figure 8 Market by Application
Figure 9 Global Federated Learning Market, by Application, 2021 & 2030 (USD Million)
Figure 10 Federated Learning Market Assessment, By Geography, 2018 - 2030 (USD Million)
Figure 11 Strategic Analysis - Federated Learning Market
