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Books > Professional & Technical > Electronics & communications engineering
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Sensor Data Analysis and Management - The Role of Deep Learning (Hardcover)
Loot Price: R3,115
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Sensor Data Analysis and Management - The Role of Deep Learning (Hardcover)
Expected to ship within 18 - 22 working days
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Discover detailed insights into the methods, algorithms, and
techniques for deep learning in sensor data analysis Sensor Data
Analysis and Management: The Role of Deep Learning delivers an
insightful and practical overview of the applications of deep
learning techniques to the analysis of sensor data. The book
collects cutting-edge resources into a single collection designed
to enlighten the reader on topics as varied as recent techniques
for fault detection and classification in sensor data, the
application of deep learning to Internet of Things sensors, and a
case study on high-performance computer gathering and processing of
sensor data. The editors have curated a distinguished group of
perceptive and concise papers that show the potential of deep
learning as a powerful tool for solving complex modelling problems
across a broad range of industries, including predictive
maintenance, health monitoring, financial portfolio forecasting,
and driver assistance. The book contains real-time examples of
analyzing sensor data using deep learning algorithms and a
step-by-step approach for installing and training deep learning
using the Python keras library. Readers will also benefit from the
inclusion of: A thorough introduction to the Internet of Things for
human activity recognition, based on wearable sensor data An
exploration of the benefits of neural networks in real-time
environmental sensor data analysis Practical discussions of
supervised learning data representation, neural networks for
predicting physical activity based on smartphone sensor data, and
deep-learning analysis of location sensor data for human activity
recognition An analysis of boosting with XGBoost for sensor data
analysis Perfect for industry practitioners and academics involved
in deep learning and the analysis of sensor data, Sensor Data
Analysis and Management: The Role of Deep Learning will also earn a
place in the libraries of undergraduate and graduate students in
data science and computer science programs.
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