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112 pages of mathematical knowledge sorting! Machine learning - a review of fundamentals of mathematics pptx

2022-07-06 09:47:00 【Demeanor 78】

The foundation of machine learning is mathematics , The mathematical foundation determines the upper limit of machine learning practitioners , Want to learn machine learning well , You must learn mathematics well .

Mathematical knowledge required for machine learning , Including mathematical analysis ( Differential and integral calculus ), linear algebra , probability theory , Statistics , Applied Statistics , numerical analysis , Ordinary differential equations , Partial differential equations , Numerical Partial Differential Equations , Operations research , Discrete Mathematics , random process , Stochastic partial differential equations , Abstract algebra , Real variable function , Functional analysis , Complex functions , mathematical modeling , Topology , Differential geometry , Asymptotic analysis ......

So much math knowledge , Whether it's a postgraduate at the master's or doctoral level , There is no complete law , There has to be a trade-off , This paper is based on the mathematical foundation of the third year of undergraduate , Sorted out the key points of mathematical knowledge that machine learning must master , The most important thing is advanced mathematics 、 linear algebra 、 The contents of probability theory and mathematical statistics .

Knowledge points that higher mathematics must master ： derivative 、 differential 、 Concepts such as Taylor formula .

Knowledge points that must be mastered in linear algebra ： vector 、 matrix 、 determinant 、 Rank 、 System of linear equations 、 Eigenvalues and eigenvectors .

Knowledge points that probability theory and mathematical statistics must master ： Random events and probabilities 、 Basic properties and formulas of probability 、 Common distribution 、 expect 、 covariance .

The data collated in this paper , Divided into advanced mathematics 、 linear algebra 、 Probability theory and mathematical statistics .

There are many pages in this document , It is suggested to collect and take your time .

This information contains ：1. original edition ppt,2.ppt What's inside pdf Textbook arrangement （ Domestic teaching materials and CS229 Basic mathematics translation ）

There are many contents in this article , It is suggested to collect and take your time .

Download mode ：

Official account , reply “ Review of fundamentals of mathematics ” You can get the download address .

The complete content of the courseware

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Download mode ：

Official account , reply “ Review of fundamentals of mathematics ” You can get the download address .

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