https://www.coursera.org/specializations/mathematics-machine-learning#courses 对于机器学习和数据科学中的许多高级课程来说,你会发现你需要重新复习数学的基础知识——这些知识你可能在学校或大学学过,但教学的背景不同,或者不够直观,以至于你很难将其与计算机科学中的应用联系起来。本专业旨在弥合这种差距,让你迅速...
This intermediate-level course introduces the mathematical foundations to derive Principal Component Analysis (PCA), a fundamental dimensionality reduction technique. We'll cover some basic statistics of data sets, such as mean values and variances, we'l
Coursera-Mathematics for Machine Learning: PCA Week4-1 function through X~n\widetilde X_nX n. This means that in order to get our partial derivatives, we need... parameters. The parameters are the βin\beta_{in}βin and the bib_ibi. We set the partial (四)(线性变换)线性...
主成分分析(PCA)。 基本课程说明(来自帝国理工学院伦敦课程) 对于许多机器学习和数据科学的高级课程,您会发现需要重新学习数学的基础知识-您以前在学校或大学学习过的东西,但是是在另一种情况下讲授的,或者不是很直观,因此您很难将其与计算机科学中的使用方式联系起来。 该专业旨在弥合这一差距,让您快速掌握基础数学...
52_PCA动机.zh_en 02:44 53_方差与协方差.zh_en 07:09 54_协方差矩阵.zh_en 07:38 55_PCA概述.zh_en 04:55 56_PCA原理.zh_en 04:23 57_PCA数学公式.zh_en 02:12 58_离散动力系统.zh_en 05:25 59_结论.zh_en 00:25 0_课程介绍.zh_en ...
Mathematics is the cornerstone of machine learning, providing the fundamental tools and concepts necessary to understand and implement machine learning algorithms. Three essential branches of mathematics play a crucial role...
Principal Component Analysis (PCA).Basic course description (From Imperial College London course)For a lot of higher level courses in Machine Learning and Data Science, you find you need to freshen up on the basics in mathematics - stuff you may have studied before in school or university, but...
pca Adding the week 4 assignment Nov 3, 2019 README.md Adding the week 4 assignment Nov 3, 2019 View all files README Coursera - Machine Learning for Mathematics This repository contains the code for all the programming tasks of the Mathematics for Machine Learning specialization on Coursera: ...
Imperial College London »Mathematics for Machine Learning«. A sequence of 3 courses on the prerequisite mathematics for applications in data science and machine learning. (1) Linear Algebra (2) Multivariate Calculus and (3) Principal Component Anal
We wrote a book on Mathematics for Machine Learning that motivates people to learn mathematical concepts. The book is not intended to cover advanced machine learning techniques because there are already plenty of books doing this. Instead, we aim to provide the necessary mathematical skills to read...