Linear Algebra for Data Science Using Python
Gain insights into linear algebra essentials for data science, focusing on vectors, matrices, and tensors. Explore practical Python applications, engaging visuals, and hands-on projects.
4.5
67 Lessons
10h
Updated 2 months ago
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Linear algebra is a fundamental pillar of data science. In advanced models in data science, like neural networks, the inputs and transformations are based upon vectors, matrices, and tensors which require a reasonable understanding of linear algebra to get the desired results. It is elegant and the most applied mathematics under the umbrella of data science.
This course teaches linear algebra with a focus on data science. This course encompasses several engaging illustrations, including static images and animations. Furthermore, this course presents mathematical modeling through programming in Python. This course contains several executable coding playgrounds on real data sets and a final project with practical applications.
Aside from theoretical implementations, the modern-day world needs its daunting calculations, trajectory mapping, and distance manipulation, all of which linear algebra provides. By the end of this course, you’ll have a working knowledge of all the necessary teachings in linear algebra.
Linear algebra is a fundamental pillar of data science. In advanced models in data science, like neural networks, the inputs and...Show More
WHAT YOU'LL LEARN
Learning the intricate concepts of linear algebra from scratch
Working knowledge of various linear algebra techniques using Python
A visual understanding of concepts such as vector space, spans, and subspace with animations
Familiarity with valuable concepts like fields, eigenspaces, diagonalization, and SVD
An understanding of how linear algebra concepts build the most useful tools in data science, such as neural networks
The ability to apply linear algebra concepts to real-world problems through coding exercises and practical projects
Learning the intricate concepts of linear algebra from scratch
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Learning Roadmap
Certificate of Completion
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