How Long to Read Gaussian Processes for Machine Learning

How Long Does it Take to Read Gaussian Processes for Machine Learning?

It takes the average reader 4 hours and 32 minutes to read Gaussian Processes for Machine Learning by Carl Edward Rasmussen

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

Description

A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical, probabilistic approach to learning in kernel machines. Gaussian processes (GPs) provide a principled, practical, probabilistic approach to learning in kernel machines. GPs have received increased attention in the machine-learning community over the past decade, and this book provides a long-needed systematic and unified treatment of theoretical and practical aspects of GPs in machine learning. The treatment is comprehensive and self-contained, targeted at researchers and students in machine learning and applied statistics. The book deals with the supervised-learning problem for both regression and classification, and includes detailed algorithms. A wide variety of covariance (kernel) functions are presented and their properties discussed. Model selection is discussed both from a Bayesian and a classical perspective. Many connections to other well-known techniques from machine learning and statistics are discussed, including support-vector machines, neural networks, splines, regularization networks, relevance vector machines and others. Theoretical issues including learning curves and the PAC-Bayesian framework are treated, and several approximation methods for learning with large datasets are discussed. The book contains illustrative examples and exercises, and code and datasets are available on the Web. Appendixes provide mathematical background and a discussion of Gaussian Markov processes.

How long is Gaussian Processes for Machine Learning?

Gaussian Processes for Machine Learning by Carl Edward Rasmussen is 266 pages long, and a total of 68,096 words.

This makes it 90% the length of the average book. It also has 83% more words than the average book.

How Long Does it Take to Read Gaussian Processes for Machine Learning Aloud?

The average oral reading speed is 183 words per minute. This means it takes 6 hours and 12 minutes to read Gaussian Processes for Machine Learning aloud.

What Reading Level is Gaussian Processes for Machine Learning?

Gaussian Processes for Machine Learning 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 Gaussian Processes for Machine Learning?

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