How Long to Read Machine Learning from Weak Supervision

How Long Does it Take to Read Machine Learning from Weak Supervision?

It takes the average reader 5 hours and 21 minutes to read Machine Learning from Weak Supervision by Masashi Sugiyama

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

Description

Fundamental theory and practical algorithms of weakly supervised classification, emphasizing an approach based on empirical risk minimization. Standard machine learning techniques require large amounts of labeled data to work well. When we apply machine learning to problems in the physical world, however, it is extremely difficult to collect such quantities of labeled data. In this book Masashi Sugiyama, Han Bao, Takashi Ishida, Nan Lu, Tomoya Sakai and Gang Niu present theory and algorithms for weakly supervised learning, a paradigm of machine learning from weakly labeled data. Emphasizing an approach based on empirical risk minimization and drawing on state-of-the-art research in weakly supervised learning, the book provides both the fundamentals of the field and the advanced mathematical theories underlying them. It can be used as a reference for practitioners and researchers and in the classroom. The book first mathematically formulates classification problems, defines common notations, and reviews various algorithms for supervised binary and multiclass classification. It then explores problems of binary weakly supervised classification, including positive-unlabeled (PU) classification, positive-negative-unlabeled (PNU) classification, and unlabeled-unlabeled (UU) classification. It then turns to multiclass classification, discussing complementary-label (CL) classification and partial-label (PL) classification. Finally, the book addresses more advanced issues, including a family of correction methods to improve the generalization performance of weakly supervised learning and the problem of class-prior estimation.

How long is Machine Learning from Weak Supervision?

Machine Learning from Weak Supervision by Masashi Sugiyama is 315 pages long, and a total of 80,325 words.

This makes it 106% the length of the average book. It also has 98% more words than the average book.

How Long Does it Take to Read Machine Learning from Weak Supervision Aloud?

The average oral reading speed is 183 words per minute. This means it takes 7 hours and 18 minutes to read Machine Learning from Weak Supervision aloud.

What Reading Level is Machine Learning from Weak Supervision?

Machine Learning from Weak Supervision 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 Machine Learning from Weak Supervision?

Machine Learning from Weak Supervision by Masashi Sugiyama 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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