Free Download Fundamentals of Linear Algebra for University Students
Published 2/2024
Created by Kamal Saadeddin
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 92 Lectures ( 6h 20m ) | Size: 1.3 GB
Your Gateway to Data Science and Machine Learning Essentials through Mastering Vectors, Matrices and Tensors.
What you'll learn:
Gain knowledge of vector spaces and calculations
Gain knowledge of matrix properties and operations
Gain knowledge of eigenvalues and eigenvectors
Gain knowledge of tensor properties and operations
Requirements:
Basic Calculus knowledge
Description:
Linear algebra isn't just about calculations, it's a powerful lens to see the world. This foundational course introduces university students to the core principles of linear algebra, offering a comprehensive exploration of fundamental concepts and applications. Designed to cultivate a strong mathematical framework, the curriculum spans key topics essential for understanding vector spaces, matrices, tensors and linear transformations. Students will delve into the mathematical structures that underpin these concepts, gaining proficiency in operations such as addition, multiplication, and inversion of matrices. The course places a significant emphasis on practical problem-solving, thus guiding students through the application of linear algebra in real-world scenarios, including computer graphics, optimization, data science and data analysis.The exploration of eigenvalues and eigenvectors forms a crucial component of the course, providing students with a deeper understanding of diagonalization and its diverse applications across disciplines. Through a combination of theoretical instruction and hands-on exercises, students will be able to develop analytical skills and critical thinking that allows them to approach complex problems with confidence.Upon completion, students will possess a solid foundation in linear algebra, equipping them for advanced coursework in mathematics, computer science, physics, engineering, and various other fields where linear algebra plays a pivotal role.
Who this course is for:
This course is mainly intended to university and high school students who need to have an overall review of the principles of linear algebra along with examples.
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