The Asia Pacific Federated Learning Market would witness market growth of 11.7% CAGR during the forecast period (2022-2028).
When two data sets represent the same users but vary in feature space, vertically federated learning can be used. For instance, two businesses in the same city, from which, one is a bank, and the other is an e-commerce store. Because their customer base would probably include the majority of the area's people, the number of common users is likely to be significant. However, because the bank keeps track of the user's expenditure and revenue patterns as well as their credit score, while the e-commerce store keeps track of the user's surfing and purchase history, their user characteristics are vastly different. Vertically federated learning is the practice of aggregating these diverse attributes in an authenticated state and calculating the training loss as well as gradients in a more confidential manner in order to jointly develop a model with both data. Machine learning approaches, such as tree structure models, logistic regression models, and neural network-based designs have all been found to work in this federated system so far.
Due to the rising usage of innovative technologies in numerous industries, the regional demand for federated learning paradigms is increasing. Moreover, the demand for federated learning solutions has also been aided due to the emergence of new technologies such as IoT, AI, and big data analytics to analyze the obtained data in this region. Furthermore, increasing industrialization and continuous data regulation growth in nations such as China, India, and Japan are likely to open up numerous attractive chances for the federated learning market.
Similarly, China's Cyber Security Law and General Principles of the Civil Law were enacted in 2017, stated that internet businesses must not reveal, tamper with, or destroy personal data they gather and that when undergoing data transfers with third parties, they must ensure that the presented contract clearly describes the extent of the data to be exchanged and the data protection obligations. To varying degrees, the implementation of these restrictions offers new hurdles to AI's typical data processing.
The China market dominated the Asia Pacific Federated Learning Market by Country in 2021, and would continue to be a dominant market till 2028; thereby, achieving a market value of $15,118.8 Thousands by 2028. The Japan market is estimated to grow at a CAGR of 11% during (2022 - 2028). Additionally, The India market would showcase a CAGR of 12.4% during (2022 - 2028).
Based on Application, the market is segmented into Drug Discovery, Risk Management, Online Visual Object Detection, Data Privacy & Security Management, Industrial Internet of Things, Augmented Reality/Virtual Reality, Shopping Experience Personalization, and Others. Based on Vertical, the market is segmented into Healthcare & Life Sciences, BFSI, IT & Telecommunication, Energy & Utilities, Manufacturing, Automotive & Transportation, Retail & Ecommerce, and Others. Based on countries, the market is segmented into China, Japan, India, South Korea, Singapore, Malaysia, and Rest of Asia Pacific.
Free Valuable Insights: The Worldwide Federated Learning Market is Projected to reach USD 198.7 Million by 2028, at a CAGR of 11.1%
The market research report covers the analysis of key stake holders of the market. Key companies profiled in the report include IBM Corporation, Microsoft Corporation, Intel Corporation, Google LLC, Cloudera, Inc., NVIDIA Corporation, Edge Delta, Inc., DataFleets Ltd. (LiveRamp Holdings, Inc.), Enveil, and Secure AI Labs, Inc.
Scope of the Study
Market Segments Covered in the Report:
By Application
- Drug Discovery
- Risk Management
- Online Visual Object Detection
- Data Privacy & Security Management
- Industrial Internet of Things
- Augmented Reality/Virtual Reality
- Shopping Experience Personalization
- Others
By Vertical
- Healthcare & Life Sciences
- BFSI
- IT & Telecommunication
- Energy & Utilities
- Manufacturing
- Automotive & Transportation
- Retail & Ecommerce
- Others
By Country
- China
- Japan
- India
- South Korea
- Singapore
- Malaysia
- Rest of Asia Pacific
Key Market Players
List of Companies Profiled in the Report:
- IBM Corporation
- Microsoft Corporation
- Intel Corporation
- Google LLC
- Cloudera, Inc.
- NVIDIA Corporation
- Edge Delta, Inc.
- DataFleets Ltd. (LiveRamp Holdings, Inc.)
- Enveil
- Secure AI Labs, Inc.
Chapter 1. Market Scope & Methodology
1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
1.4.1 Asia Pacific Federated Learning Market, by Application
1.4.2 Asia Pacific Federated Learning Market, by Vertical
1.4.3 Asia Pacific Federated Learning Market, by Country
1.5 Methodology for the research
Chapter 2. Market Overview
2.1 Introduction
2.1.1 Overview
2.1.1.1 Market Composition and Scenario
2.2 Key Factors Impacting the Market
2.2.1 Market Drivers
2.2.2 Market Restraints
Chapter 3. Competition Analysis - Global
3.1 KBV Cardinal Matrix
3.2 Recent Industry Wide Strategic Developments
3.2.1 Partnerships, Collaborations and Agreements
3.2.2 Product Launches and Product Expansions
3.2.3 Acquisition and Mergers
3.3 Top Winning Strategies
3.3.1 Key Leading Strategies: Percentage Distribution (2018-2022)
3.3.2 Key Strategic Move: (Product Launches and Product Expansions : 2018, Dec – 2021, Dec) Leading Players
Chapter 4. Asia Pacific Federated Learning Market by Application
4.1 Asia Pacific Drug Discovery Market by Country
4.2 Asia Pacific Risk Management Market by Country
4.3 Asia Pacific Online Visual Object Detection Market by Country
4.4 Asia Pacific Data Privacy & Security Management Market by Country
4.5 Asia Pacific Industrial Internet of Things Market by Country
4.6 Asia Pacific Augmented Reality/Virtual Reality Market by Country
4.7 Asia Pacific Shopping Experience Personalization Market by Country
4.8 Asia Pacific Other Application Market by Country
Chapter 5. Asia Pacific Federated Learning Market by Vertical
5.1 Asia Pacific Healthcare & Life Sciences Market by Country
5.2 Asia Pacific BFSI Market by Country
5.3 Asia Pacific IT & Telecommunication Market by Country
5.4 Asia Pacific Energy & Utilities Market by Country
5.5 Asia Pacific Manufacturing Market by Country
5.6 Asia Pacific Automotive & Transportation Market by Country
5.7 Asia Pacific Retail & Ecommerce Market by Country
5.8 Asia Pacific Others Market by Country
Chapter 6. Asia Pacific Federated Learning Market by Country
6.1 China Federated Learning Market
6.1.1 China Federated Learning Market by Application
6.1.2 China Federated Learning Market by Vertical
6.2 Japan Federated Learning Market
6.2.1 Japan Federated Learning Market by Application
6.2.2 Japan Federated Learning Market by Vertical
6.3 India Federated Learning Market
6.3.1 India Federated Learning Market by Application
6.3.2 India Federated Learning Market by Vertical
6.4 South Korea Federated Learning Market
6.4.1 South Korea Federated Learning Market by Application
6.4.2 South Korea Federated Learning Market by Vertical
6.5 Singapore Federated Learning Market
6.5.1 Singapore Federated Learning Market by Application
6.5.2 Singapore Federated Learning Market by Vertical
6.6 Malaysia Federated Learning Market
6.6.1 Malaysia Federated Learning Market by Application
6.6.2 Malaysia Federated Learning Market by Vertical
6.7 Rest of Asia Pacific Federated Learning Market
6.7.1 Rest of Asia Pacific Federated Learning Market by Application
6.7.2 Rest of Asia Pacific Federated Learning Market by Vertical
Chapter 7. Company Profiles
7.1 IBM Corporation
7.1.1 Company Overview
7.1.2 Financial Analysis
7.1.3 Regional & Segmental Analysis
7.1.4 Research & Development Expenses
7.1.5 Recent Strategies and Developments
7.1.5.1 Product Launches and Product Expansions:
7.2 Microsoft Corporation
7.2.1 Company Overview
7.2.2 Financial Analysis
7.2.3 Segmental and Regional Analysis
7.2.4 Research & Development Expenses
7.2.5 Recent Strategies and Developments
7.2.5.1 Product Launches and Product Expansions:
7.2.5.2 Acquisitions and Mergers:
7.3 Intel Corporation
7.3.1 Company Overview
7.3.2 Financial Analysis
7.3.3 Segmental and Regional Analysis
7.3.4 Research & Development Expenses
7.3.5 Recent strategies and developments:
7.3.5.1 Partnerships, Collaborations and Agreement:
7.4 Google LLC
7.4.1 Company Overview
7.4.2 Financial Analysis
7.4.3 Segmental and Regional Analysis
7.4.4 Research & Development Expense
7.4.5 Recent Strategies and Developments
7.4.5.1 Product Launches and Product Expansions:
7.5.5 Recent strategies and developments:
7.5.5.1 Partnerships, Collaborations and Agreements:
7.6 NVIDIA Corporation
7.6.1 Company Overview
7.6.2 Financial Analysis
7.6.3 Segmental and Regional Analysis
7.6.4 Research & Development Expense
7.6.5 Recent strategies and developments:
7.6.5.1 Partnerships, Collaborations and Agreements:
7.6.6 SWOT Analysis
7.7 Edge Delta, Inc.
7.7.1 Company Overview
7.7.2 Recent strategies and developments:
7.7.2.1 Product Launches and Product Expansions:
7.8 DataFleets Ltd. (LiveRamp Holdings, Inc.)
7.8.1 Company Overview
7.9 Enveil
7.9.1 Company Overview
7.9.2 Recent strategies and developments:
7.9.2.1 Product Launches and Product Expansions:
7.10. Secure AI Labs, Inc.
7.10.1 Company Overview
TABLE 1 Asia Pacific Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 2 Asia Pacific Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 3 Partnerships, Collaborations and Agreements– Federated Learning Market
TABLE 4 Product Launches And Product Expansions– Federated Learning Market
TABLE 5 Acquisition and Mergers– Federated Learning Market
TABLE 6 Asia Pacific Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 7 Asia Pacific Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 8 Asia Pacific Drug Discovery Market by Country, 2018 - 2021, USD Thousands
TABLE 9 Asia Pacific Drug Discovery Market by Country, 2022 - 2028, USD Thousands
TABLE 10 Asia Pacific Risk Management Market by Country, 2018 - 2021, USD Thousands
TABLE 11 Asia Pacific Risk Management Market by Country, 2022 - 2028, USD Thousands
TABLE 12 Asia Pacific Online Visual Object Detection Market by Country, 2018 - 2021, USD Thousands
TABLE 13 Asia Pacific Online Visual Object Detection Market by Country, 2022 - 2028, USD Thousands
TABLE 14 Asia Pacific Data Privacy & Security Management Market by Country, 2018 - 2021, USD Thousands
TABLE 15 Asia Pacific Data Privacy & Security Management Market by Country, 2022 - 2028, USD Thousands
TABLE 16 Asia Pacific Industrial Internet of Things Market by Country, 2018 - 2021, USD Thousands
TABLE 17 Asia Pacific Industrial Internet of Things Market by Country, 2022 - 2028, USD Thousands
TABLE 18 Asia Pacific Augmented Reality/Virtual Reality Market by Country, 2018 - 2021, USD Thousands
TABLE 19 Asia Pacific Augmented Reality/Virtual Reality Market by Country, 2022 - 2028, USD Thousands
TABLE 20 Asia Pacific Shopping Experience Personalization Market by Country, 2018 - 2021, USD Thousands
TABLE 21 Asia Pacific Shopping Experience Personalization Market by Country, 2022 - 2028, USD Thousands
TABLE 22 Asia Pacific Other Application Market by Country, 2018 - 2021, USD Thousands
TABLE 23 Asia Pacific Other Application Market by Country, 2022 - 2028, USD Thousands
TABLE 24 Asia Pacific Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 25 Asia Pacific Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 26 Asia Pacific Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Thousands
TABLE 27 Asia Pacific Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Thousands
TABLE 28 Asia Pacific BFSI Market by Country, 2018 - 2021, USD Thousands
TABLE 29 Asia Pacific BFSI Market by Country, 2022 - 2028, USD Thousands
TABLE 30 Asia Pacific IT & Telecommunication Market by Country, 2018 - 2021, USD Thousands
TABLE 31 Asia Pacific IT & Telecommunication Market by Country, 2022 - 2028, USD Thousands
TABLE 32 Asia Pacific Energy & Utilities Market by Country, 2018 - 2021, USD Thousands
TABLE 33 Asia Pacific Energy & Utilities Market by Country, 2022 - 2028, USD Thousands
TABLE 34 Asia Pacific Manufacturing Market by Country, 2018 - 2021, USD Thousands
TABLE 35 Asia Pacific Manufacturing Market by Country, 2022 - 2028, USD Thousands
TABLE 36 Asia Pacific Automotive & Transportation Market by Country, 2018 - 2021, USD Thousands
TABLE 37 Asia Pacific Automotive & Transportation Market by Country, 2022 - 2028, USD Thousands
TABLE 38 Asia Pacific Retail & Ecommerce Market by Country, 2018 - 2021, USD Thousands
TABLE 39 Asia Pacific Retail & Ecommerce Market by Country, 2022 - 2028, USD Thousands
TABLE 40 Asia Pacific Others Market by Country, 2018 - 2021, USD Thousands
TABLE 41 Asia Pacific Others Market by Country, 2022 - 2028, USD Thousands
TABLE 42 Asia Pacific Federated Learning Market by Country, 2018 - 2021, USD Thousands
TABLE 43 Asia Pacific Federated Learning Market by Country, 2022 - 2028, USD Thousands
TABLE 44 China Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 45 China Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 46 China Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 47 China Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 48 China Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 49 China Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 50 Japan Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 51 Japan Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 52 Japan Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 53 Japan Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 54 Japan Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 55 Japan Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 56 India Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 57 India Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 58 India Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 59 India Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 60 India Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 61 India Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 62 South Korea Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 63 South Korea Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 64 South Korea Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 65 South Korea Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 66 South Korea Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 67 South Korea Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 68 Singapore Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 69 Singapore Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 70 Singapore Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 71 Singapore Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 72 Singapore Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 73 Singapore Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 74 Malaysia Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 75 Malaysia Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 76 Malaysia Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 77 Malaysia Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 78 Malaysia Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 79 Malaysia Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 80 Rest of Asia Pacific Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 81 Rest of Asia Pacific Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 82 Rest of Asia Pacific Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 83 Rest of Asia Pacific Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 84 Rest of Asia Pacific Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 85 Rest of Asia Pacific Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 86 Key information – IBM Corporation
TABLE 87 key information – Microsoft Corporation
TABLE 88 Key Information – Intel Corporation
TABLE 89 Key Information – Google LLC
TABLE 91 Key Information – NVIDIA Corporation
TABLE 92 Key Information – Edge Delta, Inc.
TABLE 93 Key Information – DataFleets Ltd.
TABLE 94 Key Information – Enveil
TABLE 95 Key Information – Secure AI Labs, Inc.
List of Figures
FIG 1 Methodology for the research
FIG 2 KBV Cardinal Matrix
FIG 3 Key Leading Strategies: Percentage Distribution (2018-2022)
FIG 4 Key Strategic Move: (Product Launches and Product Expansions : 2018, DEc – 2021, Dec) Leading Players
FIG 5 Recent strategies and developments: Microsoft Corporation
FIG 6 Recent strategies and developments: Cloudera, Inc.
FIG 7 Recent strategies and developments: NVIDIA Corporation
FIG 8 SWOT Analysis: NVIDIA Corporation