Federated Learning Solutions - Global Market Outlook (2020-2028)

July 2021 | 150 pages | ID: FABC9B8E3C38EN
Stratistics Market Research Consulting

Abstracts

According to Stratistics MRC, the Global Federated Learning Solutions Market is accounted for $83.14 million in 2020 and is expected to reach $227.36 million by 2028 growing at a CAGR of 13.4% during the forecast period. The ability to ensure better data privacy, security by training algorithms on decentralized devices and the growing need to increase learning between devices & organizations are driving the market growth. However, a lack of skilled technical expertise is hampering the growth of the market.

Federated Learning is a machine learning setting where the objective is to train a high-quality unified model with training data distributed over a large number of clients each with unreliable and relatively slow network connections. Federated learning (also known as collaborative learning) is a machine learning technique that trains an algorithm across multiple decentralized edge devices or servers holding local data samples, without switching them.

Based on the end-user, the manufacturing segment is going to have lucrative growth during the forecast period. Smart manufacturing technologies are extensively accepted by manufacturers to advance the proficiency and efficiency of the industrial process while guaranteeing a high level of safety. In today’s competitive environment growing focus on IIoT with advances in artificial intelligence and machine learning manufacturers can access big data and use learning algorithms to analyze the data. But, the privacy of sensitive data for industries and manufacturing companies is a significant factor. Federated learning algorithms can be useful to these problems as they do not access or reveal any sensitive data.

By geography, Europe is going to have high growth during the forecast period. The market growth is accredited to the growing acceptance of technologies and the existence of a large number of federal learning solution vendors in the region. Other factors like stringent data regulations and rising demand for data privacy are predictable to increase the market in Europe.

Some of the key players profiled in the Federated Learning Solutions Market include Cloudera, Consilient, DataFleets, Decentralized Machine Learning, Edge Delta, Enveil, Extreme Vision, Google, IBM, Intellegens, Lifebit, Microsoft, NVIDIA, Owkin and Secure AI Labs company.

Applications Covered:

• Data privacy and Security Management
• Drug Discovery
• Industrial Internet of Things (IIoT)
• Online Visual Object Detection
• Risk Management
• Shopping Experience Personalization
• Other Applications

End Users Covered:

• Banking, Financial Services, and Insurance (BFSI)
• Energy and Utilities
• Healthcare and Life Sciences
• Manufacturing
• Retail and E-Commerce
• Other End Users

Regions Covered:

• North America
• US
• Canada
• Mexico
• Europe
• Germany
• UK
• Italy
• France
• Spain
• Rest of Europe
• Asia Pacific
• Japan
• China
• India
• Australia
• New Zealand
• South Korea
• Rest of Asia Pacific
• South America
• Argentina
• Brazil
• Chile
• Rest of South America
• Middle East & Africa
• Saudi Arabia
• UAE
• Qatar
• South Africa
• Rest of Middle East & Africa

What our report offers:

• Market share assessments for the regional and country-level segments
• Strategic recommendations for the new entrants
• Covers Market data for the years 2019, 2020, 2021, 2025 and 2028
• Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
• Strategic recommendations in key business segments based on the market estimations
• Competitive landscaping mapping the key common trends
• Company profiling with detailed strategies, financials, and recent developments
• Supply chain trends mapping the latest technological advancements

Free Customization Offerings:

All the customers of this report will be entitled to receive one of the following free customization options:

• Company Profiling
• Comprehensive profiling of additional market players (up to 3)
• SWOT Analysis of key players (up to 3)
• Regional Segmentation
• Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
• Competitive Benchmarking
• Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

Contents

1 EXECUTIVE SUMMARY

2 PREFACE

2.1 Abstract
2.2 Stake Holders
2.3 Research Scope
2.4 Research Methodology
  2.4.1 Data Mining
  2.4.2 Data Analysis
  2.4.3 Data Validation
  2.4.4 Research Approach
2.5 Research Sources
  2.5.1 Primary Research Sources
  2.5.2 Secondary Research Sources
  2.5.3 Assumptions

3 MARKET TREND ANALYSIS

3.1 Introduction
3.2 Drivers
3.3 Restraints
3.4 Opportunities
3.5 Threats
3.6 Application Analysis
3.7 End User Analysis
3.8 Emerging Markets
3.9 Impact of Covid-19

4 PORTERS FIVE FORCE ANALYSIS

4.1 Bargaining power of suppliers
4.2 Bargaining power of buyers
4.3 Threat of substitutes
4.4 Threat of new entrants
4.5 Competitive rivalry

5 GLOBAL FEDERATED LEARNING SOLUTIONS MARKET, BY APPLICATION

5.1 Introduction
5.2 Data Privacy and Security Management
5.3 Drug Discovery
5.4 Industrial Internet of Things (IIoT)
5.5 Online Visual Object Detection
5.6 Risk Management
5.7 Shopping Experience Personalization
5.8 Other Applications
  5.8.1 Video Analytics
  5.8.2 Corporate IT
  5.8.3 Genomics
  5.8.4 Anomaly Detection

6 GLOBAL FEDERATED LEARNING SOLUTIONS MARKET, BY END USER

6.1 Introduction
6.2 Banking, Financial Services and Insurance (BFSI)
6.3 Energy and Utilities
6.4 Healthcare and Life Sciences
6.5 Manufacturing
6.6 Retail and E-Commerce
6.7 Other End Users
  6.7.1 Telecommunications and IT
  6.7.2 Media and Entertainment
  6.7.3 Government

7 GLOBAL FEDERATED LEARNING SOLUTIONS MARKET, BY GEOGRAPHY

7.1 Introduction
7.2 North America
  7.2.1 US
  7.2.2 Canada
  7.2.3 Mexico
7.3 Europe
  7.3.1 Germany
  7.3.2 UK
  7.3.3 Italy
  7.3.4 France
  7.3.5 Spain
  7.3.6 Rest of Europe
7.4 Asia Pacific
  7.4.1 Japan
  7.4.2 China
  7.4.3 India
  7.4.4 Australia
  7.4.5 New Zealand
  7.4.6 South Korea
  7.4.7 Rest of Asia Pacific
7.5 South America
  7.5.1 Argentina
  7.5.2 Brazil
  7.5.3 Chile
  7.5.4 Rest of South America
7.6 Middle East & Africa
  7.6.1 Saudi Arabia
  7.6.2 UAE
  7.6.3 Qatar
  7.6.4 South Africa
  7.6.5 Rest of Middle East & Africa

8 KEY DEVELOPMENTS

8.1 Agreements, Partnerships, Collaborations and Joint Ventures
8.2 Acquisitions & Mergers
8.3 New Product Launch
8.4 Expansions
8.5 Other Key Strategies

9 COMPANY PROFILING

9.1 Cloudera
9.2 Consilient
9.3 DataFleets
9.4 Decentralized Machine Learning
9.5 Edge Delta
9.6 Enveil
9.7 Extreme Vision
9.8 Google
9.9 IBM
9.10 Intellegens
9.11 Lifebit
9.12 Microsoft
9.13 NVIDIA
9.14 Owkin
9.15 Secure AI Labs

List Of Tables

LIST OF TABLES

Table 1 Global Federated Learning Solutions Market Outlook, By Region (2019-2028) (US $MN)
Table 2 Global Federated Learning Solutions Market Outlook, By Application (2019-2028) (US $MN)
Table 3 Global Federated Learning Solutions Market Outlook, By Drug Discovery (2019-2028) (US $MN)
Table 4 Global Federated Learning Solutions Market Outlook, By Industrial Internet of Things (IIoT) (2019-2028) (US $MN)
Table 5 Global Federated Learning Solutions Market Outlook, By Online Visual Object Detection (2019-2028) (US $MN)
Table 6 Global Federated Learning Solutions Market Outlook, By Risk Management (2019-2028) (US $MN)
Table 7 Global Federated Learning Solutions Market Outlook, By Shopping Experience Personalization (2019-2028) (US $MN)
Table 8 Global Federated Learning Solutions Market Outlook, By Other Applications (2019-2028) (US $MN)
Table 9 Global Federated Learning Solutions Market Outlook, By Video Analytics (2019-2028) (US $MN)
Table 10 Global Federated Learning Solutions Market Outlook, By Corporate IT (2019-2028) (US $MN)
Table 11 Global Federated Learning Solutions Market Outlook, By Genomics (2019-2028) (US $MN)
Table 12 Global Federated Learning Solutions Market Outlook, By Anomaly Detection (2019-2028) (US $MN)
Table 13 Global Federated Learning Solutions Market Outlook, By End User (2019-2028) (US $MN)
Table 14 Global Federated Learning Solutions Market Outlook, By Banking, Financial Services, And Insurance (BFSI) (2019-2028) (US $MN)
Table 15 Global Federated Learning Solutions Market Outlook, By Energy and Utilities (2019-2028) (US $MN)
Table 16 Global Federated Learning Solutions Market Outlook, By Healthcare and Life Sciences (2019-2028) (US $MN)
Table17 Global Federated Learning Solutions Market Outlook, By Manufacturing (2019-2028) (US $MN)
Table 18 Global Federated Learning Solutions Market Outlook, By Retail and eCommerce (2019-2028) (US $MN)
Table 19 Global Federated Learning Solutions Market Outlook, By Other End Users (2019-2028) (US $MN)
Table 20 Global Federated Learning Solutions Market Outlook, By Telecommunications and IT (2019-2028) (US $MN)
Table 21 Global Federated Learning Solutions Market Outlook, By Media and Entertainment (2019-2028) (US $MN)
Table 22 Global Federated Learning Solutions Market Outlook, By Government (2019-2028) (US $MN)
Table 23 North America Federated Learning Solutions Market Outlook, By Country (2019-2028) (US $MN)
Table 24 North America Federated Learning Solutions Market Outlook, By Application (2019-2028) (US $MN)
Table 25 North America Federated Learning Solutions Market Outlook, By Drug Discovery (2019-2028) (US $MN)
Table 26 North America Federated Learning Solutions Market Outlook, By Industrial Internet of Things (IIoT) (2019-2028) (US $MN)
Table 27 North America Federated Learning Solutions Market Outlook, By Online Visual Object Detection (2019-2028) (US $MN)
Table 28 North America Federated Learning Solutions Market Outlook, By Risk Management (2019-2028) (US $MN)
Table 29 North America Federated Learning Solutions Market Outlook, By Shopping Experience Personalization (2019-2028) (US $MN)
Table 30 North America Federated Learning Solutions Market Outlook, By Other Applications (2019-2028) (US $MN)
Table 31 North America Federated Learning Solutions Market Outlook, By Video Analytics (2019-2028) (US $MN)
Table 32 North America Federated Learning Solutions Market Outlook, By Corporate IT (2019-2028) (US $MN)
Table 33 North America Federated Learning Solutions Market Outlook, By Genomics (2019-2028) (US $MN)
Table 34 North America Federated Learning Solutions Market Outlook, By Anomaly Detection (2019-2028) (US $MN)
Table 35 North America Federated Learning Solutions Market Outlook, By End User (2019-2028) (US $MN)
Table 36 North America Federated Learning Solutions Market Outlook, By Banking, Financial Services, And Insurance (BFSI) (2019-2028) (US $MN)
Table 37 North America Federated Learning Solutions Market Outlook, By Energy and Utilities (2019-2028) (US $MN)
Table 38 North America Federated Learning Solutions Market Outlook, By Healthcare and Life Sciences (2019-2028) (US $MN)
Table 39 North America Federated Learning Solutions Market Outlook, By Manufacturing (2019-2028) (US $MN)
Table 40 North America Federated Learning Solutions Market Outlook, By Retail and eCommerce (2019-2028) (US $MN)
Table 41 North America Federated Learning Solutions Market Outlook, By Other End Users (2019-2028) (US $MN)
Table 42 North America Federated Learning Solutions Market Outlook, By Telecommunications and IT (2019-2028) (US $MN)
Table 43 North America Federated Learning Solutions Market Outlook, By Media and Entertainment (2019-2028) (US $MN)
Table 44 North America Federated Learning Solutions Market Outlook, By Government (2019-2028) (US $MN)
Table 45 Europe Federated Learning Solutions Market Outlook, By Country (2019-2028) (US $MN)
Table 46 Europe Federated Learning Solutions Market Outlook, By Application (2019-2028) (US $MN)
Table 47 Europe Federated Learning Solutions Market Outlook, By Drug Discovery (2019-2028) (US $MN)
Table 48 Europe Federated Learning Solutions Market Outlook, By Industrial Internet of Things (IIoT) (2019-2028) (US $MN)
Table 49 Europe Federated Learning Solutions Market Outlook, By Online Visual Object Detection (2019-2028) (US $MN)
Table 50 Europe Federated Learning Solutions Market Outlook, By Risk Management (2019-2028) (US $MN)
Table 51 Europe Federated Learning Solutions Market Outlook, By Shopping Experience Personalization (2019-2028) (US $MN)
Table 52 Europe Federated Learning Solutions Market Outlook, By Other Applications (2019-2028) (US $MN)
Table 53 Europe Federated Learning Solutions Market Outlook, By Video Analytics (2019-2028) (US $MN)
Table 54 Europe Federated Learning Solutions Market Outlook, By Corporate IT (2019-2028) (US $MN)
Table 55 Europe Federated Learning Solutions Market Outlook, By Genomics (2019-2028) (US $MN)
Table 56 Europe Federated Learning Solutions Market Outlook, By Anomaly Detection (2019-2028) (US $MN)
Table 57 Europe Federated Learning Solutions Market Outlook, By End User (2019-2028) (US $MN)
Table 58 Europe Federated Learning Solutions Market Outlook, By Banking, Financial Services, And Insurance (BFSI) (2019-2028) (US $MN)
Table 59 Europe Federated Learning Solutions Market Outlook, By Energy and Utilities (2019-2028) (US $MN)
Table 60 Europe Federated Learning Solutions Market Outlook, By Healthcare and Life Sciences (2019-2028) (US $MN)
Table 61 Europe Federated Learning Solutions Market Outlook, By Manufacturing (2019-2028) (US $MN)
Table 62 Europe Federated Learning Solutions Market Outlook, By Retail and eCommerce (2019-2028) (US $MN)
Table 63 Europe Federated Learning Solutions Market Outlook, By Other End Users (2019-2028) (US $MN)
Table 64 Europe Federated Learning Solutions Market Outlook, By Telecommunications and IT (2019-2028) (US $MN)
Table 65 Europe Federated Learning Solutions Market Outlook, By Media and Entertainment (2019-2028) (US $MN)
Table 66 Europe Federated Learning Solutions Market Outlook, By Government (2019-2028) (US $MN)
Table 67 Asia Pacific Federated Learning Solutions Market Outlook, By Country (2019-2028) (US $MN)
Table 68 Asia Pacific Federated Learning Solutions Market Outlook, By Application (2019-2028) (US $MN)
Table 69 Asia Pacific Federated Learning Solutions Market Outlook, By Drug Discovery (2019-2028) (US $MN)
Table 70 Asia Pacific Federated Learning Solutions Market Outlook, By Industrial Internet of Things (IIoT) (2019-2028) (US $MN)
Table 71 Asia Pacific Federated Learning Solutions Market Outlook, By Online Visual Object Detection (2019-2028) (US $MN)
Table 72 Asia Pacific Federated Learning Solutions Market Outlook, By Risk Management (2019-2028) (US $MN)
Table 73 Asia Pacific Federated Learning Solutions Market Outlook, By Shopping Experience Personalization (2019-2028) (US $MN)
Table 74 Asia Pacific Federated Learning Solutions Market Outlook, By Other Applications (2019-2028) (US $MN)
Table 75 Asia Pacific Federated Learning Solutions Market Outlook, By Video Analytics (2019-2028) (US $MN)
Table 76 Asia Pacific Federated Learning Solutions Market Outlook, By Corporate IT (2019-2028) (US $MN)
Table 77 Asia Pacific Federated Learning Solutions Market Outlook, By Genomics (2019-2028) (US $MN)
Table 78 Asia Pacific Federated Learning Solutions Market Outlook, By Anomaly Detection (2019-2028) (US $MN)
Table 79 Asia Pacific Federated Learning Solutions Market Outlook, By End User (2019-2028) (US $MN)
Table 80 Asia Pacific Federated Learning Solutions Market Outlook, By Banking, Financial Services, And Insurance (BFSI) (2019-2028) (US $MN)
Table 81 Asia Pacific Federated Learning Solutions Market Outlook, By Energy and Utilities (2019-2028) (US $MN)
Table 82 Asia Pacific Federated Learning Solutions Market Outlook, By Healthcare and Life Sciences (2019-2028) (US $MN)
Table 83 Asia Pacific Federated Learning Solutions Market Outlook, By Manufacturing (2019-2028) (US $MN)
Table 84 Asia Pacific Federated Learning Solutions Market Outlook, By Retail and eCommerce (2019-2028) (US $MN)
Table 85 Asia Pacific Federated Learning Solutions Market Outlook, By Other End Users (2019-2028) (US $MN)
Table 86 Asia Pacific Federated Learning Solutions Market Outlook, By Telecommunications and IT (2019-2028) (US $MN)
Table 87 Asia Pacific Federated Learning Solutions Market Outlook, By Media and Entertainment (2019-2028) (US $MN)
Table 88 Asia Pacific Federated Learning Solutions Market Outlook, By Government (2019-2028) (US $MN)
Table 89 South America Federated Learning Solutions Market Outlook, By Country (2019-2028) (US $MN)
Table 90 South America Federated Learning Solutions Market Outlook, By Application (2019-2028) (US $MN)
Table 91 South America Federated Learning Solutions Market Outlook, By Drug Discovery (2019-2028) (US $MN)
Table 92 South America Federated Learning Solutions Market Outlook, By Industrial Internet of Things (IIoT) (2019-2028) (US $MN)
Table 93 South America Federated Learning Solutions Market Outlook, By Online Visual Object Detection (2019-2028) (US $MN)
Table 94 South America Federated Learning Solutions Market Outlook, By Risk Management (2019-2028) (US $MN)
Table 95 South America Federated Learning Solutions Market Outlook, By Shopping Experience Personalization (2019-2028) (US $MN)
Table 96 South America Federated Learning Solutions Market Outlook, By Other Applications (2019-2028) (US $MN)
Table 97 South America Federated Learning Solutions Market Outlook, By Video Analytics (2019-2028) (US $MN)
Table 98 South America Federated Learning Solutions Market Outlook, By Corporate IT (2019-2028) (US $MN)
Table 99 South America Federated Learning Solutions Market Outlook, By Genomics (2019-2028) (US $MN)
Table 100 South America Federated Learning Solutions Market Outlook, By Anomaly Detection (2019-2028) (US $MN)
Table 101 South America Federated Learning Solutions Market Outlook, By End User (2019-2028) (US $MN)
Table 102 South America Federated Learning Solutions Market Outlook, By Banking, Financial Services, And Insurance (BFSI) (2019-2028) (US $MN)
Table 103 South America Federated Learning Solutions Market Outlook, By Energy and Utilities (2019-2028) (US $MN)
Table 104 South America Federated Learning Solutions Market Outlook, By Healthcare and Life Sciences (2019-2028) (US $MN)
Table 105 South America Federated Learning Solutions Market Outlook, By Manufacturing (2019-2028) (US $MN)
Table 106 South America Federated Learning Solutions Market Outlook, By Retail and eCommerce (2019-2028) (US $MN)
Table 107 South America Federated Learning Solutions Market Outlook, By Other End Users (2019-2028) (US $MN)
Table 108 South America Federated Learning Solutions Market Outlook, By Telecommunications and IT (2019-2028) (US $MN)
Table 109 South America Federated Learning Solutions Market Outlook, By Media and Entertainment (2019-2028) (US $MN)
Table 110 South America Federated Learning Solutions Market Outlook, By Government (2019-2028) (US $MN)
Table 111 Middle East & Africa Federated Learning Solutions Market Outlook, By Country (2019-2028) (US $MN)
Table 112 Middle East & Africa Federated Learning Solutions Market Outlook, By Application (2019-2028) (US $MN)
Table 113 Middle East & Africa Federated Learning Solutions Market Outlook, By Drug Discovery (2019-2028) (US $MN)
Table 114 Middle East & Africa Federated Learning Solutions Market Outlook, By Industrial Internet of Things (IIoT) (2019-2028) (US $MN)
Table 115 Middle East & Africa Federated Learning Solutions Market Outlook, By Online Visual Object Detection (2019-2028) (US $MN)
Table 116 Middle East & Africa Federated Learning Solutions Market Outlook, By Risk Management (2019-2028) (US $MN)
Table 117 Middle East & Africa Federated Learning Solutions Market Outlook, By Shopping Experience Personalization (2019-2028) (US $MN)
Table 118 Middle East & Africa Federated Learning Solutions Market Outlook, By Other Applications (2019-2028) (US $MN)
Table 119 Middle East & Africa Federated Learning Solutions Market Outlook, By Video Analytics (2019-2028) (US $MN)
Table 120 Middle East & Africa Federated Learning Solutions Market Outlook, By Corporate IT (2019-2028) (US $MN)
Table 121 Middle East & Africa Federated Learning Solutions Market Outlook, By Genomics (2019-2028) (US $MN)
Table 122 Middle East & Africa Federated Learning Solutions Market Outlook, By Anomaly Detection (2019-2028) (US $MN)
Table 123 Middle East & Africa Federated Learning Solutions Market Outlook, By End User (2019-2028) (US $MN)
Table 124 Middle East & Africa Federated Learning Solutions Market Outlook, By Banking, Financial Services, And Insurance (BFSI) (2019-2028) (US $MN)
Table 125 Middle East & Africa Federated Learning Solutions Market Outlook, By Energy and Utilities (2019-2028) (US $MN)
Table 126 Middle East & Africa Federated Learning Solutions Market Outlook, By Healthcare and Life Sciences (2019-2028) (US $MN)
Table 127 Middle East & Africa Federated Learning Solutions Market Outlook, By Manufacturing (2019-2028) (US $MN)
Table 128 Middle East & Africa Federated Learning Solutions Market Outlook, By Retail and eCommerce (2019-2028) (US $MN)
Table 129 Middle East & Africa Federated Learning Solutions Market Outlook, By Other End Users (2019-2028) (US $MN)
Table 130 Middle East & Africa Federated Learning Solutions Market Outlook, By Telecommunications and IT (2019-2028) (US $MN)
Table 131 Middle East & Africa Federated Learning Solutions Market Outlook, By Media and Entertainment (2019-2028) (US $MN)
Table 132 Middle East & Africa Federated Learning Solutions Market Outlook, By Government (2019-2028) (US $MN)