blurb

Machine learning has attracted much attention in recent years, and more and more people are interested in machine learning theory. However, there are few specialized books on the subject, especially in Chinese.

As the name implies, machine learning theory studies the theoretical basis of machine learning. The main content is to analyze the nature of difficulties in learning tasks, provide theoretical guarantee for learning algorithms, and guide algorithm design according to the analysis results. Although this is very important to the deep understanding of machine learning technology, but due to the vast content hard; both need to have a proper grasp on machine learning problem, and need a math skills, the sources and many schools are different, is not only a beginner to attack, has been scholars often to overview the full picture.

There are two kinds of books on machine learning theory in the world:

  1. The first one introduces specific machine learning technologies, focusing on telling readers how to understand these technologies from a theoretical perspective. The content of the learning theory itself is scattered in the discussion of different machine learning technologies
  2. The other focuses on a specific theory of learning, and the other theories require a separate reading.

This book is intended to provide an introductory guide for readers interested in learning and researching machine learning theories. The author thinks that it is very important to make clear the basic concepts and tools for theoretical study and research. Therefore, this book is organized differently from the above books. The author sorted out seven important concepts or theoretical tools in the “treasure chest” of machine learning theory, which can be called “seven weapons”, namely:

  • each
  • Complexity (hypothesis space)
  • Generalized bounded
  • The stability of
  • consistency
  • The convergence rate
  • Sorry world

The welfare of time

This joint machinery Industry press Hua Zhang company for you to bring a legitimate new book.

Considering that my account is still a small one, but it also shows that my friends really like or recognize machine learning and system, so I decided to spend a huge sum of money from my wife book, add 2 books, a total of 3 books to give to fans!

Please share your experience of reading “watermelon Book” and “Treasure box Book” in the comments of this article. The top 3 readers will receive a genuine book each before 17:00 on June 1.

Those who did not win the prize can also click to read the original article to buy.