How Long to Read Behavior Analysis with Machine Learning Using R

How Long Does it Take to Read Behavior Analysis with Machine Learning Using R?

It takes the average reader 6 hours and 10 minutes to read Behavior Analysis with Machine Learning Using R by Enrique Garcia Ceja

Assuming a reading speed of 250 words per minute. Learn more

Description

Behavior Analysis with Machine Learning Using R introduces machine learning and deep learning concepts and algorithms applied to a diverse set of behavior analysis problems. It focuses on the practical aspects of solving such problems based on data collected from sensors or stored in electronic records. The included examples demonstrate how to perform common data analysis tasks such as: data exploration, visualization, preprocessing, data representation, model training and evaluation. All of this, using the R programming language and real-life behavioral data. Even though the examples focus on behavior analysis tasks, the covered underlying concepts and methods can be applied in any other domain. No prior knowledge in machine learning is assumed. Basic experience with R and basic knowledge in statistics and high school level mathematics are beneficial. Features: Build supervised machine learning models to predict indoor locations based on WiFi signals, recognize physical activities from smartphone sensors and 3D skeleton data, detect hand gestures from accelerometer signals, and so on. Program your own ensemble learning methods and use Multi-View Stacking to fuse signals from heterogeneous data sources. Use unsupervised learning algorithms to discover criminal behavioral patterns. Build deep learning neural networks with TensorFlow and Keras to classify muscle activity from electromyography signals and Convolutional Neural Networks to detect smiles in images. Evaluate the performance of your models in traditional and multi-user settings. Build anomaly detection models such as Isolation Forests and autoencoders to detect abnormal fish behaviors. This book is intended for undergraduate/graduate students and researchers from ubiquitous computing, behavioral ecology, psychology, e-health, and other disciplines who want to learn the basics of machine learning and deep learning and for the more experienced individuals who want to apply machine learning to analyze behavioral data.

How long is Behavior Analysis with Machine Learning Using R?

Behavior Analysis with Machine Learning Using R by Enrique Garcia Ceja is 370 pages long, and a total of 92,500 words.

This makes it 125% the length of the average book. It also has 113% more words than the average book.

How Long Does it Take to Read Behavior Analysis with Machine Learning Using R Aloud?

The average oral reading speed is 183 words per minute. This means it takes 8 hours and 25 minutes to read Behavior Analysis with Machine Learning Using R aloud.

What Reading Level is Behavior Analysis with Machine Learning Using R?

Behavior Analysis with Machine Learning Using R is suitable for students ages 12 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy Behavior Analysis with Machine Learning Using R?

Behavior Analysis with Machine Learning Using R by Enrique Garcia Ceja is sold by several retailers and bookshops. However, Read Time works with Amazon to provide an easier way to purchase books.

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