Linear Algebra And Learning From Data
This mini course is intended for students who would like a refresher on the basics of linear algebra.
Linear algebra and learning from data. Linear regression is a method for modeling the relationship between one or more independent variables and a dependent variable. Why learn linear algebra for machine learning. This course teaches you about one popular technique used in machine learning data science and statistics. While the mathematics is there the effort is not all concentrated on proofs. Linear algebra from imperial college london.
Linear regressionwe cover the theory from the ground up. Despite two linear algebra classes my knowledge consisted of matrices determinants eigen something something. It is a staple of statistics and is often considered a good introductory machine learning method. In this course on linear algebra we look at what linear algebra is and how it relates to vectors and matrices. Renowned professor and author gilbert strang demonstrates that linear algebra is a fascinating subject by showing both its beauty and value.
The concepts of linear algebra are crucial for understanding the theory behind machine learning especially for deep learning. Mathematics for machine learning. Name the course linear algebra but focus on things called matrices and vectors teach concepts like rowcolumn order with mnemonics instead. Then we look through what vectors and matrices are and. They give you better intuition for how algorithms really work under the hood which enables you to make better decisions.
Students will learn concepts in linear algebra by applying them in. Derivation of the solution and applications to real world problems. The course attempts to provide the motivation for why linear algebra is important in addition to what linear algebra is.
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