Math 0-1: Linear Algebra for Data Science & Machine Learning
Published 8/2023
Created by Lazy Programmer Team,Lazy Programmer Inc.
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 83 Lectures ( 17h 5m ) | 9.6 GB
Published 8/2023
Created by Lazy Programmer Team,Lazy Programmer Inc.
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 83 Lectures ( 17h 5m ) | 9.6 GB
A Casual Guide for Artificial Intelligence, Deep Learning, and Python Programmers
What you'll learn
Solve systems of linear equations
Understand vectors, matrices, and higher-dimensional tensors
Understand dot products, inner products, outer products, matrix multiplication
Apply linear algebra in Python
Understand matrix inverse, transpose, determinant, trace
Understand matrix rank and low-rank approximations (e.g. SVD)
Understand eigenvalues and eigenvectors
Requirements
Firm understanding of high school math