All the contents of the Pumpkin Book are expressed with the content of the Mr. Zhou Zhihua's "Machine Learning" Watermelon Book as the pre-knowledge, so the best way to use the Pumpkin Book is to use the Watermelon Book as the main line. Please refer to it when you encounter a formula that you cannot derive or cannot understand. We strive to explain and derive each formula from the perspective of undergraduate mathematics. Therefore, we usually give out the mathematics knowledge of the super program in the form of appendices and references. Interested students can Continue to learn in depth along the information we gave. For beginners who are new to machine learning, the formulas in Chapter 1 and Chapter 2 of Watermelon Book are strongly not recommended to go deep . You can simply go over it, and it will be too late to come back and chew when you learn a little.

Features

  • Analyze the more difficult formulas in the watermelon book
  • Add specific derivations to some formulas
  • All the contents of the Pumpkin Book are expressed with the content of the Watermelon Book
  • Provides formulas from the perspective of undergraduate mathematics
  • Model evaluation features

Project Samples

Project Activity

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Categories

Machine Learning

License

Creative Commons Attribution License

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Registered

2021-03-18