Federated Learning Solutions Market Research Report
Federated
Learning Solutions Market:
Growth opportunities in the Federated Learning Solutions
Market look promising over the next six years. This is mainly due to their
potential to allow predictive features on smart devices without impacting the
user experience and revealing private information.
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Federated Learning Solutions Market Dynamics
(including market size, share, trends, forecast, growth, forecast, and industry
analysis)
Key
Drivers
Some of the crucial drivers supplementing the growth of the global
federated
learning solutions market include the capability to allow companies to take
advantage of a shared Machine Learning (ML) model collectively by storing data
on devices and enabling percipient features on smart devices without
influencing the user experience and leaking personal information. Also, FL
technology emphasizes on securing user's data by sharing the model status. The
augmenting importance of data nobility and privacy has supported FL to provide
a new standard for applications leveraging data. Data silos and the focus on
data privacy are essential challenges for AI, but FL could be a solution. It
could establish a united model for enormous organizations while the local and
insightful data is safeguarded to benefit together without worrying about data
privacy. Also, FL has gained a lot of prominence in how the technology tackles
the challenge of fortifying users' privacy by decoupling data provisioned at
end-user devices. Hence, all these factors are bolstering the growth of the
market.
However, the inadequacy of trained personnel is hampering
the market growth. There is a shortage of skilled people to develop and execute
these projects involving complicated techniques, such as ML, as it is the
latest concept.
Vertical
Segment Drivers
Based on the Vertical, Manufacturing is expected to dominate
the market during the forecast period. This is primarily due to the increasing
focus on the Industrial Internet of Things (IIoT) and the expansion in
competition; manufacturing companies foregrounds the analysis of data collected
from several sources, including web, mobile, stores, and social media. One of
the significant advantages of IIoT is the capability to fuel its effectiveness
through prediction. For example, the sensors in the manufacturing plant
machines have the ability to automatically pinpoint where and what the trouble
is and can place a service request. Until recently, manufacturing companies
used to disburse significant capital on purchasing and handling of equipment.
But with the modernizations in IIoT, the industries can lease the equipment
from vendors. The owners can monitor this equipment remotely through the
sensors, thereby delivering upgrades, repairs, and maintenance.
Regional
Drivers
Based on the regional coverage, Asia-Pacific is expected to
lead the market over the forecast period. This is because of their increasing
acceptance in India and China and the strong demand for improved designs and
varying products. Furthermore, the mounting population with the increasing
urban population is promoting the development of infrastructure across the
residential & commercial sector, thereby driving the market growth.
Federated
Learning Solutions Market’s leading Manufacturers:
·
Consilient
·
SECURE AI LABS, INC.
·
Edge Delta, Inc.
·
OWKIN, INC.
·
Cloudera, Inc.
·
sherpa.ai
·
Enveil
·
Intellegens Limited,
·
Microsoft
·
NVIDIA Corporation
Federated Learning Solutions Market Segmentation:
Segmentation by Application
·
Drug Discovery
·
Data privacy and Security Management
·
Risk Management
·
Shopping Experience Personalization
·
Industrial Internet of Things (IIoT)
·
Online Visual Object Detection
·
Other
Segmentation by Vertical
·
BFSI
·
Healthcare and Life Sciences
·
Retail and eCommerce
·
Manufacturing
·
Energy and Utilities
·
Other
Segmentation by Region:
·
North America
o
United States of America
o
Canada
·
Asia Pacific
o
China
o
Japan
o
India
o
Rest of APAC
·
Europe
o
United Kingdom
o
Germany
o
France
o
Spain
o
Rest of Europe
·
RoW
o
Brazil
o
South Africa
o
Saudi Arabia
o
UAE
o
Rest of the world (remaining countries of the
LAMEA region)
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