Global Federated Learning Market Size, Share & Industry Trends Analysis Report By Application, By Vertical (Healthcare & Life Sciences, BFSI, IT & Telecommunication, Energy & Utilities), By Regional Outlook and Forecast, 2022 - 2028

The Global Federated Learning Market size is expected to reach $198.7 Million by 2028, rising at a market growth of 11.1% CAGR during the forecast period.

Federated learning can be described as a machine learning approach that distributes an algorithm among a number of decentralized end devices or servers that each have local data samples. This strategy differs from standard centralized machine learning methods, which store all local datasets on a single server. Additionally, this technique ensures that the local data samples are disseminated to the server in the same way. Federated learning can be utilized to build consumer behavior models from the data pool of smartphones without revealing personal information, like for next-word prediction, voice recognition, facial identification, and other applications. Federated learning enables various vendors to develop a shared machine learning algorithm without sharing data, allowing crucial issues like data access rights, data privacy and security, and the capacity to access heterogeneous data to be addressed. Defense, telecommunications, and medicines are among the businesses that can leverage federated learning to optimize their operations.

The growing need for improved data protection and privacy, as well as the increasing requirement to adapt data in real-time to optimize conversions automatically are driving the advancement of the federated learning solutions market. Moreover, by retaining data on devices, these solutions assist organizations in leveraging machine learning models, boosting the federated learning market forward. Furthermore, the ability to provide predictive features on the latest smart devices without compromising the consumer experience or divulging private information is providing lucrative opportunities for the federated learning market to develop throughout the coming years.

Federated learning can be described as a machine learning approach that distributes an algorithm among a number of decentralized end devices or servers that each have local data samples. This strategy differs from standard centralized machine learning methods, which store all local datasets on a single server. Additionally, this technique ensures that the local data samples are disseminated to the server in the same way. Federated learning can be utilized to build consumer behavior models from the data pool of smartphones without revealing personal information, like for next-word prediction, voice recognition, facial identification, and other applications. Federated learning enables various vendors to develop a shared machine learning algorithm without sharing data, allowing crucial issues like data access rights, data privacy and security, and the capacity to access heterogeneous data to be addressed. Defense, telecommunications, and medicines are among the businesses that can leverage federated learning to optimize their operations.

The growing need for improved data protection and privacy, as well as the increasing requirement to adapt data in real-time to optimize conversions automatically are driving the advancement of the federated learning solutions market. Moreover, by retaining data on devices, these solutions assist organizations in leveraging machine learning models, boosting the federated learning market forward. Furthermore, the ability to provide predictive features on the latest smart devices without compromising the consumer experience or divulging private information is providing lucrative opportunities for the federated learning market to develop throughout the coming years.

COVID-19 Impact Analysis

COVID-19 is an unprecedented global public health crisis that has impacted practically every business, and its long-term repercussions significantly impacted various markets in numerous countries all over the world. In addition, governments across the world imposed lockdown in their countries in order to regulate the diffusion of the hazardous COVID-19 infection. These lockdowns caused major disruptions in the worldwide supply chain of all the products and services due to travel restrictions. The infection was rapidly spreading all over the world, creating economic stagnation and compelling thousands of employees to work from home. However, artificial intelligence, as well as machine learning, were majorly used to forecast and investigate the spread of potential data alarms in several countries all over the world.

Market Growth Factors

Enhanced data privacy in numerous applications

Due to federated learning, the manner in which ML approaches are offered is evolving. Companies are increasing their efforts on performing a thorough investigation of federated learning. Using federated learning, companies may reinforce their existing algorithms and improve their AI applications. The demand for improved learning is increasing among both gadgets and companies. In the healthcare field, federated learning could help healthcare personnel deliver high-quality outcomes while also accelerating drug development. For example, FADNet, a new peer-to-peer technique, is a remedy for centralized learning inadequacies.

Enables collaborative learning among various users

Federated learning, rather than keeping data on a single computer or data mart, stores data on original sources, like smartphones, manufacturing detection equipment, other end devices, and machine learning machines are trained on the go. This aids in decision-making before being sent back to a centralized computer. For example, federated learning is widely used in the finance sector for debt risk assessments. Typically, banks use whitelisting processes to keep customers out of the Federal Reserve System based on their credit card information. Risk assessment variables, like taxation and reputation, may be employed by working with other financial institutions and eCommerce businesses.

Market Restraining Factors

Scarcity of skilled technical professionals

Many businesses encounter a significant impediment when integrating machine learning into existing workflows due to a scarcity of trained people, particularly IT specialists. Because federated learning systems are a new concept, it is difficult for personnel to grasp and execute them. Recruiting and maintaining technical skills became a major concern for several firms due to a scarcity of skilled candidates to incorporate federated learning projects that include difficult methodologies, such as machine learning. As an organization, they must develop a growing range of talents and job titles. Organizations, for example, require experts that can administer and comprehend the current federated learning architecture connected with the installation and maintenance of machine learning algorithms.

Application Outlook

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. In 2021, the industrial internet of thigs segment procured a substantial revenue share of the federated learning market. Sensors are used in modern IoT networks, like wearable gadgets, autonomous vehicles, and smart homes, to gather and respond to the data in real-time. To operate properly, a fleet of autonomous vehicles, for example, may require an updated model of construction, traffic, or pedestrian behavior. Due to privacy concerns and the restricted connectivity of each device, constructing aggregate models in these cases may be challenging. Federated learning approaches make it possible to train models that can respond to changes in these systems quickly while respecting users' privacy. This factor is segmenting the growth of this segment.

Vertical Outlook

Based on Vertical, the market is segmented into Healthcare & Life Sciences, BFSI, IT & Telecommunication, Energy & Utilities, Manufacturing, Automotive & Transportation, Retail & Ecommerce, and Others. In 2021, the healthcare & life sciences segment witnessed the largest revenue share of the federated learning market. The increasing growth of this segment is attributed to the fact that healthcare and life sciences industry is constantly under pressure to improve the quality of services it provides to people. The amount of unstructured data in the healthcare industry is increasing significantly. Access to unstructured data, like medical device output, imaging reports, and lab findings, is ineffective in improving patient health. Pharmaceutical firms are included in the healthcare and life sciences category. With many research initiatives, consortiums, and implementations, the utilization of federated learning technologies is expediting in the healthcare and life sciences sectors.

Federated Learning Market Report Coverage

Report Attribute	Details
Market size value in 2021	USD 98.2 Million
Market size forecast in 2028	USD 198.7 Million
Base Year	2021
Historical Period	2018 to 2020
Forecast Period	2022 to 2028
Revenue Growth Rate	CAGR of 11.1% from 2022 to 2028
Number of Pages	244
Number of Tables	363
Report coverage	Market Trends, Revenue Estimation and Forecast, Segmentation Analysis, Regional and Country Breakdown, Competitive Landscape, Companies Strategic Developments, Company Profiling
Segments covered	Application, Vertical, Region
Country scope	US, Canada, Mexico, Germany, UK, France, Russia, Spain, Italy, China, Japan, India, South Korea, Singapore, Malaysia, Brazil, Argentina, UAE, Saudi Arabia, South Africa, Nigeria
Growth Drivers	Enhanced data privacy in numerous applications Enables collaborative learning among various users
Restraints	Scarcity of skilled technical professionals

Regional Outlook

Based on Regions, the market is segmented into North America, Europe, Asia Pacific, and Latin America, Middle East & Africa. In 2021, Europe accounted for the largest revenue share of the federated learning market. Patient data and risk analysis, precision medicine, lifestyle management, and monitoring, medical imaging and diagnostics, drug development, virtual assistant, inpatient care and hospital management, wearable, and research are some of the applications in the federated learning industry for healthcare. The drug development process is time-consuming, as it necessitates the analysis of massive amounts of bioscience data, such as patents, genetic data, and a significant number of papers uploaded daily throughout all biomedical journals as well as databases.

Free Valuable Insights: Global Federated Learning Market size to reach USD 198.7 Million by 2028

KBV Cardinal Matrix - Federated Learning Market Competition Analysis

The major strategies followed by the market participants are Product Launches. Based on the Analysis presented in the Cardinal matrix; Microsoft Corporation and Google, Inc. are the forerunners in the Federated Learning Market. Companies such as Nvidia Corporation, IBM are some of the key innovators in the Market.

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.

Recent Strategies Deployed in Federated Learning Market

» Partnerships, Collaborations and Agreements:

• Apr-2021: Cloudera joined hands with NVIDIA and Apache Spark 3.0. This collaboration aimed to enable scalable and accelerated big data workflows and pre-processing without code changes with the incorporation of the RAPIDS Accelerator for Apache Spark 3.0 along with NVIDIA's computing expertise into its Cloudera Data Platform.
• May-2020: Intel collaborated with the University of Pennsylvania, a private Ivy League research university in Philadelphia. This collaboration aimed to offer a federation of 30 institutes to leverage federated learning in order to train AI models to detect the boundaries of brain tumors.

» Product Launches and Product Expansions:

• Dec-2021: Nvidia rolled out FLARE, an open-source software platform. FLARE, or Federated Learning Application Runtime Environment, aimed to provide a mutual computing foundation for federated learning. Moreover, the new solution would also underpin Clara Train’s federated learning software.
• Nov-2021: Google introduced federated learning in its Smart Text Selection. With this launch, the company aimed to facilitate the process of training the neural network model across user interactions with increased reliability and user privacy. In addition, new improvements would enable the models to be trained on-device on real interactions by leveraging federated learning.
• Oct-2021: Google unveiled FedJAX, an open-source library based on JAX. This launch aimed to expedite and streamline the process of developing and evaluating federated algorithms. Moreover, the new solution would also work as simple building blocks for the deployment of federated algorithms, models, prepackaged datasets, and faster simulation speed.
• Jul-2021: Edge Delta launched an open demo environment. The new solution aimed to enable users to freely explore a fully functional environment, real-time insights being generated, and the value of the live continuous streaming data-based platform without the requirement for payment details and login credentials.
• 2021-May-2021: NVIDIA unveiled Clara Train 4.0, an application framework. This launch aimed to offer a foundation for medical imaging, which comprises AI-Assisted Annotation, Federated Learning, AI-Assisted Annotation, and AutoML. In addition, Clara Train would also strengthen the company's underlying infrastructure from TensorFlow to MONAI.
• Apr-2021: IBM introduced new capabilities into its IBM Watson. Through this product expansion, the company aimed to expand Watson tools, which are developed in order to aid enterprises in explaining and governing AI-led decisions. Moreover, the new capabilities would also allow businesses to increase insight precision and minimize risks in order to fulfill their compliance and privacy requirements.
• Jul-2020: IBM introduced IBM Federated Learning on Github. With this launch, the company aimed to offer a framework to its customers in order to enable them to boost their model training through the data aggregated from several sources while maintaining data privacy.
• Apr-2020:Enveil rolled out ZeroReveal, an encrypted machine learning product. The new product would allow businesses to process data against authenticated machine learning model. In addition, the new Enveil ZeroReveal ML is built on its ZeroReveal Search solution and would change the secure data usage model by enabling businesses to experience advanced decision making via collaborative and federated machine learning with more privacy and security.

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 Geography

• North America
  • US
  • Canada
  • Mexico
  • Rest of North America
• Europe
  • Germany
  • UK
  • France
  • Russia
  • Spain
  • Italy
  • Rest of Europe
• Asia Pacific
  • China
  • Japan
  • India
  • South Korea
  • Singapore
  • Malaysia
  • Rest of Asia Pacific
• LAMEA
  • Brazil
  • Argentina
  • UAE
  • Saudi Arabia
  • South Africa
  • Nigeria
  • Rest of LAMEA

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 Global Federated Learning Market, by Application
1.4.2 Global Federated Learning Market, by Vertical
1.4.3 Global Federated Learning Market, by Geography
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. Global Federated Learning Market by Application
4.1 Global Drug Discovery Market by Region
4.2 Global Risk Management Market by Region
4.3 Global Online Visual Object Detection Market by Region
4.4 Global Data Privacy & Security Management Market by Region
4.5 Global Industrial Internet of Things Market by Region
4.6 Global Augmented Reality/Virtual Reality Market by Region
4.7 Global Shopping Experience Personalization Market by Region
4.8 Global Other Application Market by Region

Chapter 5. Global Federated Learning Market by Vertical
5.1 Global Healthcare & Life Sciences Market by Region
5.2 Global BFSI Market by Region
5.3 Global IT & Telecommunication Market by Region
5.4 Global Energy & Utilities Market by Region
5.5 Global Manufacturing Market by Region
5.6 Global Automotive & Transportation Market by Region
5.7 Global Retail & Ecommerce Market by Region
5.8 Global Others Market by Region

Chapter 6. Global Federated Learning Market by Region
6.1 North America Federated Learning Market
6.1.1 North America Federated Learning Market by Application
6.1.1.1 North America Drug Discovery Market by Country
6.1.1.2 North America Risk Management Market by Country
6.1.1.3 North America Online Visual Object Detection Market by Country
6.1.1.4 North America Data Privacy & Security Management Market by Country
6.1.1.5 North America Industrial Internet of Things Market by Country
6.1.1.6 North America Augmented Reality/Virtual Reality Market by Country
6.1.1.7 North America Shopping Experience Personalization Market by Country
6.1.1.8 North America Other Application Market by Country
6.1.2 North America Federated Learning Market by Vertical
6.1.2.1 North America Healthcare & Life Sciences Market by Country
6.1.2.2 North America BFSI Market by Country
6.1.2.3 North America IT & Telecommunication Market by Country
6.1.2.4 North America Energy & Utilities Market by Country
6.1.2.5 North America Manufacturing Market by Country
6.1.2.6 North America Automotive & Transportation Market by Country
6.1.2.7 North America Retail & Ecommerce Market by Country
6.1.2.8 North America Others Market by Country
6.1.3 North America Federated Learning Market by Country
6.1.3.1 US Federated Learning Market
6.1.3.1.1 US Federated Learning Market by Application
6.1.3.1.2 US Federated Learning Market by Vertical
6.1.3.2 Canada Federated Learning Market
6.1.3.2.1 Canada Federated Learning Market by Application
6.1.3.2.2 Canada Federated Learning Market by Vertical
6.1.3.3 Mexico Federated Learning Market
6.1.3.3.1 Mexico Federated Learning Market by Application
6.1.3.3.2 Mexico Federated Learning Market by Vertical
6.1.3.4 Rest of North America Federated Learning Market
6.1.3.4.1 Rest of North America Federated Learning Market by Application
6.1.3.4.2 Rest of North America Federated Learning Market by Vertical
6.2 Europe Federated Learning Market
6.2.1 Europe Federated Learning Market by Application
6.2.1.1 Europe Drug Discovery Market by Country
6.2.1.2 Europe Risk Management Market by Country
6.2.1.3 Europe Online Visual Object Detection Market by Country
6.2.1.4 Europe Data Privacy & Security Management Market by Country
6.2.1.5 Europe Industrial Internet of Things Market by Country
6.2.1.6 Europe Augmented Reality/Virtual Reality Market by Country
6.2.1.7 Europe Shopping Experience Personalization Market by Country
6.2.1.8 Europe Other Application Market by Country
6.2.2 Europe Federated Learning Market by Vertical
6.2.2.1 Europe Healthcare & Life Sciences Market by Country
6.2.2.2 Europe BFSI Market by Country
6.2.2.3 Europe IT & Telecommunication Market by Country
6.2.2.4 Europe Energy & Utilities Market by Country
6.2.2.5 Europe Manufacturing Market by Country
6.2.2.6 Europe Automotive & Transportation Market by Country
6.2.2.7 Europe Retail & Ecommerce Market by Country
6.2.2.8 Europe Others Market by Country
6.2.3 Europe Federated Learning Market by Country
6.2.3.1 Germany Federated Learning Market
6.2.3.1.1 Germany Federated Learning Market by Application
6.2.3.1.2 Germany Federated Learning Market by Vertical
6.2.3.2 UK Federated Learning Market
6.2.3.2.1 UK Federated Learning Market by Application
6.2.3.2.2 UK Federated Learning Market by Vertical
6.2.3.3 France Federated Learning Market
6.2.3.3.1 France Federated Learning Market by Application
6.2.3.3.2 France Federated Learning Market by Vertical
6.2.3.4 Russia Federated Learning Market
6.2.3.4.1 Russia Federated Learning Market by Application
6.2.3.4.2 Russia Federated Learning Market by Vertical
6.2.3.5 Spain Federated Learning Market
6.2.3.5.1 Spain Federated Learning Market by Application
6.2.3.5.2 Spain Federated Learning Market by Vertical
6.2.3.6 Italy Federated Learning Market
6.2.3.6.1 Italy Federated Learning Market by Application
6.2.3.6.2 Italy Federated Learning Market by Vertical
6.2.3.7 Rest of Europe Federated Learning Market
6.2.3.7.1 Rest of Europe Federated Learning Market by Application
6.2.3.7.2 Rest of Europe Federated Learning Market by Vertical
6.3 Asia Pacific Federated Learning Market
6.3.1 Asia Pacific Federated Learning Market by Application
6.3.1.1 Asia Pacific Drug Discovery Market by Country
6.3.1.2 Asia Pacific Risk Management Market by Country
6.3.1.3 Asia Pacific Online Visual Object Detection Market by Country
6.3.1.4 Asia Pacific Data Privacy & Security Management Market by Country
6.3.1.5 Asia Pacific Industrial Internet of Things Market by Country
6.3.1.6 Asia Pacific Augmented Reality/Virtual Reality Market by Country
6.3.1.7 Asia Pacific Shopping Experience Personalization Market by Country
6.3.1.8 Asia Pacific Other Application Market by Country
6.3.2 Asia Pacific Federated Learning Market by Vertical
6.3.2.1 Asia Pacific Healthcare & Life Sciences Market by Country
6.3.2.2 Asia Pacific BFSI Market by Country
6.3.2.3 Asia Pacific IT & Telecommunication Market by Country
6.3.2.4 Asia Pacific Energy & Utilities Market by Country
6.3.2.5 Asia Pacific Manufacturing Market by Country
6.3.2.6 Asia Pacific Automotive & Transportation Market by Country
6.3.2.7 Asia Pacific Retail & Ecommerce Market by Country
6.3.2.8 Asia Pacific Others Market by Country
6.3.3 Asia Pacific Federated Learning Market by Country
6.3.3.1 China Federated Learning Market
6.3.3.1.1 China Federated Learning Market by Application
6.3.3.1.2 China Federated Learning Market by Vertical
6.3.3.2 Japan Federated Learning Market
6.3.3.2.1 Japan Federated Learning Market by Application
6.3.3.2.2 Japan Federated Learning Market by Vertical
6.3.3.3 India Federated Learning Market
6.3.3.3.1 India Federated Learning Market by Application
6.3.3.3.2 India Federated Learning Market by Vertical
6.3.3.4 South Korea Federated Learning Market
6.3.3.4.1 South Korea Federated Learning Market by Application
6.3.3.4.2 South Korea Federated Learning Market by Vertical
6.3.3.5 Singapore Federated Learning Market
6.3.3.5.1 Singapore Federated Learning Market by Application
6.3.3.5.2 Singapore Federated Learning Market by Vertical
6.3.3.6 Malaysia Federated Learning Market
6.3.3.6.1 Malaysia Federated Learning Market by Application
6.3.3.6.2 Malaysia Federated Learning Market by Vertical
6.3.3.7 Rest of Asia Pacific Federated Learning Market
6.3.3.7.1 Rest of Asia Pacific Federated Learning Market by Application
6.3.3.7.2 Rest of Asia Pacific Federated Learning Market by Vertical
6.4 LAMEA Federated Learning Market
6.4.1 LAMEA Federated Learning Market by Application
6.4.1.1 LAMEA Drug Discovery Market by Country
6.4.1.2 LAMEA Risk Management Market by Country
6.4.1.3 LAMEA Online Visual Object Detection Market by Country
6.4.1.4 LAMEA Data Privacy & Security Management Market by Country
6.4.1.5 LAMEA Industrial Internet of Things Market by Country
6.4.1.6 LAMEA Augmented Reality/Virtual Reality Market by Country
6.4.1.7 LAMEA Shopping Experience Personalization Market by Country
6.4.1.8 LAMEA Other Application Market by Country
6.4.2 LAMEA Federated Learning Market by Vertical
6.4.2.1 LAMEA Healthcare & Life Sciences Market by Country
6.4.2.2 LAMEA BFSI Market by Country
6.4.2.3 LAMEA IT & Telecommunication Market by Country
6.4.2.4 LAMEA Energy & Utilities Market by Country
6.4.2.5 LAMEA Manufacturing Market by Country
6.4.2.6 LAMEA Automotive & Transportation Market by Country
6.4.2.7 LAMEA Retail & Ecommerce Market by Country
6.4.2.8 LAMEA Others Market by Country
6.4.3 LAMEA Federated Learning Market by Country
6.4.3.1 Brazil Federated Learning Market
6.4.3.1.1 Brazil Federated Learning Market by Application
6.4.3.1.2 Brazil Federated Learning Market by Vertical
6.4.3.2 Argentina Federated Learning Market
6.4.3.2.1 Argentina Federated Learning Market by Application
6.4.3.2.2 Argentina Federated Learning Market by Vertical
6.4.3.3 UAE Federated Learning Market
6.4.3.3.1 UAE Federated Learning Market by Application
6.4.3.3.2 UAE Federated Learning Market by Vertical
6.4.3.4 Saudi Arabia Federated Learning Market
6.4.3.4.1 Saudi Arabia Federated Learning Market by Application
6.4.3.4.2 Saudi Arabia Federated Learning Market by Vertical
6.4.3.5 South Africa Federated Learning Market
6.4.3.5.1 South Africa Federated Learning Market by Application
6.4.3.5.2 South Africa Federated Learning Market by Vertical
6.4.3.6 Nigeria Federated Learning Market
6.4.3.6.1 Nigeria Federated Learning Market by Application
6.4.3.6.2 Nigeria Federated Learning Market by Vertical
6.4.3.7 Rest of LAMEA Federated Learning Market
6.4.3.7.1 Rest of LAMEA Federated Learning Market by Application
6.4.3.7.2 Rest of LAMEA 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 Global Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 2 Global 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 Global Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 7 Global Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 8 Global Drug Discovery Market by Region, 2018 - 2021, USD Thousands
TABLE 9 Global Drug Discovery Market by Region, 2022 - 2028, USD Thousands
TABLE 10 Global Risk Management Market by Region, 2018 - 2021, USD Thousands
TABLE 11 Global Risk Management Market by Region, 2022 - 2028, USD Thousands
TABLE 12 Global Online Visual Object Detection Market by Region, 2018 - 2021, USD Thousands
TABLE 13 Global Online Visual Object Detection Market by Region, 2022 - 2028, USD Thousands
TABLE 14 Global Data Privacy & Security Management Market by Region, 2018 - 2021, USD Thousands
TABLE 15 Global Data Privacy & Security Management Market by Region, 2022 - 2028, USD Thousands
TABLE 16 Global Industrial Internet of Things Market by Region, 2018 - 2021, USD Thousands
TABLE 17 Global Industrial Internet of Things Market by Region, 2022 - 2028, USD Thousands
TABLE 18 Global Augmented Reality/Virtual Reality Market by Region, 2018 - 2021, USD Thousands
TABLE 19 Global Augmented Reality/Virtual Reality Market by Region, 2022 - 2028, USD Thousands
TABLE 20 Global Shopping Experience Personalization Market by Region, 2018 - 2021, USD Thousands
TABLE 21 Global Shopping Experience Personalization Market by Region, 2022 - 2028, USD Thousands
TABLE 22 Global Other Application Market by Region, 2018 - 2021, USD Thousands
TABLE 23 Global Other Application Market by Region, 2022 - 2028, USD Thousands
TABLE 24 Global Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 25 Global Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 26 Global Healthcare & Life Sciences Market by Region, 2018 - 2021, USD Thousands
TABLE 27 Global Healthcare & Life Sciences Market by Region, 2022 - 2028, USD Thousands
TABLE 28 Global BFSI Market by Region, 2018 - 2021, USD Thousands
TABLE 29 Global BFSI Market by Region, 2022 - 2028, USD Thousands
TABLE 30 Global IT & Telecommunication Market by Region, 2018 - 2021, USD Thousands
TABLE 31 Global IT & Telecommunication Market by Region, 2022 - 2028, USD Thousands
TABLE 32 Global Energy & Utilities Market by Region, 2018 - 2021, USD Thousands
TABLE 33 Global Energy & Utilities Market by Region, 2022 - 2028, USD Thousands
TABLE 34 Global Manufacturing Market by Region, 2018 - 2021, USD Thousands
TABLE 35 Global Manufacturing Market by Region, 2022 - 2028, USD Thousands
TABLE 36 Global Automotive & Transportation Market by Region, 2018 - 2021, USD Thousands
TABLE 37 Global Automotive & Transportation Market by Region, 2022 - 2028, USD Thousands
TABLE 38 Global Retail & Ecommerce Market by Region, 2018 - 2021, USD Thousands
TABLE 39 Global Retail & Ecommerce Market by Region, 2022 - 2028, USD Thousands
TABLE 40 Global Others Market by Region, 2018 - 2021, USD Thousands
TABLE 41 Global Others Market by Region, 2022 - 2028, USD Thousands
TABLE 42 Global Federated Learning Market by Region, 2018 - 2021, USD Thousands
TABLE 43 Global Federated Learning Market by Region, 2022 - 2028, USD Thousands
TABLE 44 North America Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 45 North America Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 46 North America Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 47 North America Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 48 North America Drug Discovery Market by Country, 2018 - 2021, USD Thousands
TABLE 49 North America Drug Discovery Market by Country, 2022 - 2028, USD Thousands
TABLE 50 North America Risk Management Market by Country, 2018 - 2021, USD Thousands
TABLE 51 North America Risk Management Market by Country, 2022 - 2028, USD Thousands
TABLE 52 North America Online Visual Object Detection Market by Country, 2018 - 2021, USD Thousands
TABLE 53 North America Online Visual Object Detection Market by Country, 2022 - 2028, USD Thousands
TABLE 54 North America Data Privacy & Security Management Market by Country, 2018 - 2021, USD Thousands
TABLE 55 North America Data Privacy & Security Management Market by Country, 2022 - 2028, USD Thousands
TABLE 56 North America Industrial Internet of Things Market by Country, 2018 - 2021, USD Thousands
TABLE 57 North America Industrial Internet of Things Market by Country, 2022 - 2028, USD Thousands
TABLE 58 North America Augmented Reality/Virtual Reality Market by Country, 2018 - 2021, USD Thousands
TABLE 59 North America Augmented Reality/Virtual Reality Market by Country, 2022 - 2028, USD Thousands
TABLE 60 North America Shopping Experience Personalization Market by Country, 2018 - 2021, USD Thousands
TABLE 61 North America Shopping Experience Personalization Market by Country, 2022 - 2028, USD Thousands
TABLE 62 North America Other Application Market by Country, 2018 - 2021, USD Thousands
TABLE 63 North America Other Application Market by Country, 2022 - 2028, USD Thousands
TABLE 64 North America Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 65 North America Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 66 North America Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Thousands
TABLE 67 North America Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Thousands
TABLE 68 North America BFSI Market by Country, 2018 - 2021, USD Thousands
TABLE 69 North America BFSI Market by Country, 2022 - 2028, USD Thousands
TABLE 70 North America IT & Telecommunication Market by Country, 2018 - 2021, USD Thousands
TABLE 71 North America IT & Telecommunication Market by Country, 2022 - 2028, USD Thousands
TABLE 72 North America Energy & Utilities Market by Country, 2018 - 2021, USD Thousands
TABLE 73 North America Energy & Utilities Market by Country, 2022 - 2028, USD Thousands
TABLE 74 North America Manufacturing Market by Country, 2018 - 2021, USD Thousands
TABLE 75 North America Manufacturing Market by Country, 2022 - 2028, USD Thousands
TABLE 76 North America Automotive & Transportation Market by Country, 2018 - 2021, USD Thousands
TABLE 77 North America Automotive & Transportation Market by Country, 2022 - 2028, USD Thousands
TABLE 78 North America Retail & Ecommerce Market by Country, 2018 - 2021, USD Thousands
TABLE 79 North America Retail & Ecommerce Market by Country, 2022 - 2028, USD Thousands
TABLE 80 North America Others Market by Country, 2018 - 2021, USD Thousands
TABLE 81 North America Others Market by Country, 2022 - 2028, USD Thousands
TABLE 82 North America Federated Learning Market by Country, 2018 - 2021, USD Thousands
TABLE 83 North America Federated Learning Market by Country, 2022 - 2028, USD Thousands
TABLE 84 US Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 85 US Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 86 US Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 87 US Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 88 US Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 89 US Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 90 Canada Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 91 Canada Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 92 Canada Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 93 Canada Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 94 Canada Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 95 Canada Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 96 Mexico Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 97 Mexico Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 98 Mexico Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 99 Mexico Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 100 Mexico Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 101 Mexico Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 102 Rest of North America Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 103 Rest of North America Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 104 Rest of North America Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 105 Rest of North America Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 106 Rest of North America Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 107 Rest of North America Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 108 Europe Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 109 Europe Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 110 Europe Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 111 Europe Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 112 Europe Drug Discovery Market by Country, 2018 - 2021, USD Thousands
TABLE 113 Europe Drug Discovery Market by Country, 2022 - 2028, USD Thousands
TABLE 114 Europe Risk Management Market by Country, 2018 - 2021, USD Thousands
TABLE 115 Europe Risk Management Market by Country, 2022 - 2028, USD Thousands
TABLE 116 Europe Online Visual Object Detection Market by Country, 2018 - 2021, USD Thousands
TABLE 117 Europe Online Visual Object Detection Market by Country, 2022 - 2028, USD Thousands
TABLE 118 Europe Data Privacy & Security Management Market by Country, 2018 - 2021, USD Thousands
TABLE 119 Europe Data Privacy & Security Management Market by Country, 2022 - 2028, USD Thousands
TABLE 120 Europe Industrial Internet of Things Market by Country, 2018 - 2021, USD Thousands
TABLE 121 Europe Industrial Internet of Things Market by Country, 2022 - 2028, USD Thousands
TABLE 122 Europe Augmented Reality/Virtual Reality Market by Country, 2018 - 2021, USD Thousands
TABLE 123 Europe Augmented Reality/Virtual Reality Market by Country, 2022 - 2028, USD Thousands
TABLE 124 Europe Shopping Experience Personalization Market by Country, 2018 - 2021, USD Thousands
TABLE 125 Europe Shopping Experience Personalization Market by Country, 2022 - 2028, USD Thousands
TABLE 126 Europe Other Application Market by Country, 2018 - 2021, USD Thousands
TABLE 127 Europe Other Application Market by Country, 2022 - 2028, USD Thousands
TABLE 128 Europe Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 129 Europe Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 130 Europe Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Thousands
TABLE 131 Europe Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Thousands
TABLE 132 Europe BFSI Market by Country, 2018 - 2021, USD Thousands
TABLE 133 Europe BFSI Market by Country, 2022 - 2028, USD Thousands
TABLE 134 Europe IT & Telecommunication Market by Country, 2018 - 2021, USD Thousands
TABLE 135 Europe IT & Telecommunication Market by Country, 2022 - 2028, USD Thousands
TABLE 136 Europe Energy & Utilities Market by Country, 2018 - 2021, USD Thousands
TABLE 137 Europe Energy & Utilities Market by Country, 2022 - 2028, USD Thousands
TABLE 138 Europe Manufacturing Market by Country, 2018 - 2021, USD Thousands
TABLE 139 Europe Manufacturing Market by Country, 2022 - 2028, USD Thousands
TABLE 140 Europe Automotive & Transportation Market by Country, 2018 - 2021, USD Thousands
TABLE 141 Europe Automotive & Transportation Market by Country, 2022 - 2028, USD Thousands
TABLE 142 Europe Retail & Ecommerce Market by Country, 2018 - 2021, USD Thousands
TABLE 143 Europe Retail & Ecommerce Market by Country, 2022 - 2028, USD Thousands
TABLE 144 Europe Others Market by Country, 2018 - 2021, USD Thousands
TABLE 145 Europe Others Market by Country, 2022 - 2028, USD Thousands
TABLE 146 Europe Federated Learning Market by Country, 2018 - 2021, USD Thousands
TABLE 147 Europe Federated Learning Market by Country, 2022 - 2028, USD Thousands
TABLE 148 Germany Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 149 Germany Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 150 Germany Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 151 Germany Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 152 Germany Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 153 Germany Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 154 UK Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 155 UK Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 156 UK Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 157 UK Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 158 UK Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 159 UK Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 160 France Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 161 France Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 162 France Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 163 France Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 164 France Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 165 France Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 166 Russia Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 167 Russia Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 168 Russia Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 169 Russia Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 170 Russia Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 171 Russia Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 172 Spain Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 173 Spain Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 174 Spain Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 175 Spain Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 176 Spain Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 177 Spain Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 178 Italy Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 179 Italy Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 180 Italy Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 181 Italy Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 182 Italy Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 183 Italy Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 184 Rest of Europe Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 185 Rest of Europe Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 186 Rest of Europe Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 187 Rest of Europe Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 188 Rest of Europe Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 189 Rest of Europe Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 190 Asia Pacific Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 191 Asia Pacific Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 192 Asia Pacific Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 193 Asia Pacific Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 194 Asia Pacific Drug Discovery Market by Country, 2018 - 2021, USD Thousands
TABLE 195 Asia Pacific Drug Discovery Market by Country, 2022 - 2028, USD Thousands
TABLE 196 Asia Pacific Risk Management Market by Country, 2018 - 2021, USD Thousands
TABLE 197 Asia Pacific Risk Management Market by Country, 2022 - 2028, USD Thousands
TABLE 198 Asia Pacific Online Visual Object Detection Market by Country, 2018 - 2021, USD Thousands
TABLE 199 Asia Pacific Online Visual Object Detection Market by Country, 2022 - 2028, USD Thousands
TABLE 200 Asia Pacific Data Privacy & Security Management Market by Country, 2018 - 2021, USD Thousands
TABLE 201 Asia Pacific Data Privacy & Security Management Market by Country, 2022 - 2028, USD Thousands
TABLE 202 Asia Pacific Industrial Internet of Things Market by Country, 2018 - 2021, USD Thousands
TABLE 203 Asia Pacific Industrial Internet of Things Market by Country, 2022 - 2028, USD Thousands
TABLE 204 Asia Pacific Augmented Reality/Virtual Reality Market by Country, 2018 - 2021, USD Thousands
TABLE 205 Asia Pacific Augmented Reality/Virtual Reality Market by Country, 2022 - 2028, USD Thousands
TABLE 206 Asia Pacific Shopping Experience Personalization Market by Country, 2018 - 2021, USD Thousands
TABLE 207 Asia Pacific Shopping Experience Personalization Market by Country, 2022 - 2028, USD Thousands
TABLE 208 Asia Pacific Other Application Market by Country, 2018 - 2021, USD Thousands
TABLE 209 Asia Pacific Other Application Market by Country, 2022 - 2028, USD Thousands
TABLE 210 Asia Pacific Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 211 Asia Pacific Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 212 Asia Pacific Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Thousands
TABLE 213 Asia Pacific Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Thousands
TABLE 214 Asia Pacific BFSI Market by Country, 2018 - 2021, USD Thousands
TABLE 215 Asia Pacific BFSI Market by Country, 2022 - 2028, USD Thousands
TABLE 216 Asia Pacific IT & Telecommunication Market by Country, 2018 - 2021, USD Thousands
TABLE 217 Asia Pacific IT & Telecommunication Market by Country, 2022 - 2028, USD Thousands
TABLE 218 Asia Pacific Energy & Utilities Market by Country, 2018 - 2021, USD Thousands
TABLE 219 Asia Pacific Energy & Utilities Market by Country, 2022 - 2028, USD Thousands
TABLE 220 Asia Pacific Manufacturing Market by Country, 2018 - 2021, USD Thousands
TABLE 221 Asia Pacific Manufacturing Market by Country, 2022 - 2028, USD Thousands
TABLE 222 Asia Pacific Automotive & Transportation Market by Country, 2018 - 2021, USD Thousands
TABLE 223 Asia Pacific Automotive & Transportation Market by Country, 2022 - 2028, USD Thousands
TABLE 224 Asia Pacific Retail & Ecommerce Market by Country, 2018 - 2021, USD Thousands
TABLE 225 Asia Pacific Retail & Ecommerce Market by Country, 2022 - 2028, USD Thousands
TABLE 226 Asia Pacific Others Market by Country, 2018 - 2021, USD Thousands
TABLE 227 Asia Pacific Others Market by Country, 2022 - 2028, USD Thousands
TABLE 228 Asia Pacific Federated Learning Market by Country, 2018 - 2021, USD Thousands
TABLE 229 Asia Pacific Federated Learning Market by Country, 2022 - 2028, USD Thousands
TABLE 230 China Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 231 China Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 232 China Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 233 China Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 234 China Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 235 China Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 236 Japan Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 237 Japan Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 238 Japan Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 239 Japan Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 240 Japan Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 241 Japan Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 242 India Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 243 India Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 244 India Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 245 India Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 246 India Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 247 India Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 248 South Korea Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 249 South Korea Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 250 South Korea Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 251 South Korea Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 252 South Korea Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 253 South Korea Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 254 Singapore Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 255 Singapore Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 256 Singapore Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 257 Singapore Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 258 Singapore Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 259 Singapore Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 260 Malaysia Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 261 Malaysia Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 262 Malaysia Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 263 Malaysia Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 264 Malaysia Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 265 Malaysia Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 266 Rest of Asia Pacific Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 267 Rest of Asia Pacific Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 268 Rest of Asia Pacific Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 269 Rest of Asia Pacific Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 270 Rest of Asia Pacific Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 271 Rest of Asia Pacific Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 272 LAMEA Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 273 LAMEA Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 274 LAMEA Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 275 LAMEA Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 276 LAMEA Drug Discovery Market by Country, 2018 - 2021, USD Thousands
TABLE 277 LAMEA Drug Discovery Market by Country, 2022 - 2028, USD Thousands
TABLE 278 LAMEA Risk Management Market by Country, 2018 - 2021, USD Thousands
TABLE 279 LAMEA Risk Management Market by Country, 2022 - 2028, USD Thousands
TABLE 280 LAMEA Online Visual Object Detection Market by Country, 2018 - 2021, USD Thousands
TABLE 281 LAMEA Online Visual Object Detection Market by Country, 2022 - 2028, USD Thousands
TABLE 282 LAMEA Data Privacy & Security Management Market by Country, 2018 - 2021, USD Thousands
TABLE 283 LAMEA Data Privacy & Security Management Market by Country, 2022 - 2028, USD Thousands
TABLE 284 LAMEA Industrial Internet of Things Market by Country, 2018 - 2021, USD Thousands
TABLE 285 LAMEA Industrial Internet of Things Market by Country, 2022 - 2028, USD Thousands
TABLE 286 LAMEA Augmented Reality/Virtual Reality Market by Country, 2018 - 2021, USD Thousands
TABLE 287 LAMEA Augmented Reality/Virtual Reality Market by Country, 2022 - 2028, USD Thousands
TABLE 288 LAMEA Shopping Experience Personalization Market by Country, 2018 - 2021, USD Thousands
TABLE 289 LAMEA Shopping Experience Personalization Market by Country, 2022 - 2028, USD Thousands
TABLE 290 LAMEA Other Application Market by Country, 2018 - 2021, USD Thousands
TABLE 291 LAMEA Other Application Market by Country, 2022 - 2028, USD Thousands
TABLE 292 LAMEA Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 293 LAMEA Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 294 LAMEA Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Thousands
TABLE 295 LAMEA Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Thousands
TABLE 296 LAMEA BFSI Market by Country, 2018 - 2021, USD Thousands
TABLE 297 LAMEA BFSI Market by Country, 2022 - 2028, USD Thousands
TABLE 298 LAMEA IT & Telecommunication Market by Country, 2018 - 2021, USD Thousands
TABLE 299 LAMEA IT & Telecommunication Market by Country, 2022 - 2028, USD Thousands
TABLE 300 LAMEA Energy & Utilities Market by Country, 2018 - 2021, USD Thousands
TABLE 301 LAMEA Energy & Utilities Market by Country, 2022 - 2028, USD Thousands
TABLE 302 LAMEA Manufacturing Market by Country, 2018 - 2021, USD Thousands
TABLE 303 LAMEA Manufacturing Market by Country, 2022 - 2028, USD Thousands
TABLE 304 LAMEA Automotive & Transportation Market by Country, 2018 - 2021, USD Thousands
TABLE 305 LAMEA Automotive & Transportation Market by Country, 2022 - 2028, USD Thousands
TABLE 306 LAMEA Retail & Ecommerce Market by Country, 2018 - 2021, USD Thousands
TABLE 307 LAMEA Retail & Ecommerce Market by Country, 2022 - 2028, USD Thousands
TABLE 308 LAMEA Others Market by Country, 2018 - 2021, USD Thousands
TABLE 309 LAMEA Others Market by Country, 2022 - 2028, USD Thousands
TABLE 310 LAMEA Federated Learning Market by Country, 2018 - 2021, USD Thousands
TABLE 311 LAMEA Federated Learning Market by Country, 2022 - 2028, USD Thousands
TABLE 312 Brazil Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 313 Brazil Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 314 Brazil Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 315 Brazil Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 316 Brazil Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 317 Brazil Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 318 Argentina Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 319 Argentina Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 320 Argentina Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 321 Argentina Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 322 Argentina Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 323 Argentina Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 324 UAE Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 325 UAE Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 326 UAE Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 327 UAE Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 328 UAE Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 329 UAE Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 330 Saudi Arabia Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 331 Saudi Arabia Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 332 Saudi Arabia Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 333 Saudi Arabia Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 334 Saudi Arabia Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 335 Saudi Arabia Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 336 South Africa Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 337 South Africa Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 338 South Africa Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 339 South Africa Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 340 South Africa Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 341 South Africa Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 342 Nigeria Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 343 Nigeria Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 344 Nigeria Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 345 Nigeria Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 346 Nigeria Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 347 Nigeria Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 348 Rest of LAMEA Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 349 Rest of LAMEA Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 350 Rest of LAMEA Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 351 Rest of LAMEA Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 352 Rest of LAMEA Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 353 Rest of LAMEA Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 354 Key information – IBM Corporation
TABLE 355 key information – Microsoft Corporation
TABLE 356 Key Information – Intel Corporation
TABLE 357 Key Information – Google LLC
TABLE 359 Key Information – NVIDIA Corporation
TABLE 360 Key Information – Edge Delta, Inc.
TABLE 361 Key Information – DataFleets Ltd.
TABLE 362 Key Information – Enveil
TABLE 363 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 Global Federated Learning Market Share by Application, 2021
FIG 6 Global Federated Learning Market Share by Application, 2028
FIG 7 Global Federated Learning Market by Application, 2018 - 2028, USD Thousands
FIG 8 Global Federated Learning Market Share by Vertical, 2021
FIG 9 Global Federated Learning Market Share by Vertical, 2028
FIG 10 Global Federated Learning Market by Vertical, 2018 - 2028, USD Thousands
FIG 11 Global Federated Learning Market Share by Region, 2021
FIG 12 Global Federated Learning Market Share by Region, 2028
FIG 13 Global Federated Learning Market by Region, 2018 - 2028, USD Thousands
FIG 14 Recent strategies and developments: Microsoft Corporation
FIG 15 Recent strategies and developments: Cloudera, Inc.
FIG 16 Recent strategies and developments: NVIDIA Corporation
FIG 17 SWOT Analysis: NVIDIA Corporation