Concepts of linear algebra required for AI and machine learning. Here, you will learn the basic mathematical concepts like vectors, matrix and its operations like dot product, determinant, inverse of a matrix, eigen decomposition etc. You will also learn how to solve a system of linear equations and understand the theory of Singular Value Decomposition (SVD). These math concepts are needed to get started with machine learning and learning them early on in your journey will help make the other concepts very simple to understand and implement. In this video, we will code the math from scratch and also use the numpy library.

Stay tuned to stay ahead of the curve in the world of science!

Timestamps:
0:00 Intro
2:24 Vectors
5:02 Vector operations
7:08 L1 and L2 norm
8:53 Matrix operations
10:42 Matrix Dot product
15:07 Transpose of a matrix
15:48 Determinant of a matrix
22:13 Inverse of a matrix
27:38 Eigen decomposition
32:55 Solve a system of linear equations
34:51 Singular Value Decomposition (SVD)

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Here's the math playlist for AI and ML:    • Math for AI and ML  

More about my learning journey:    • Guide to Learning Python  

Here's how you can get started with python:    • Can you learn python in 1 day?  

If you want to get started with the first lesson:    • Basics of Python | Structured Tutorials  

For workshops I have conducted before:    • 5 day python workshop  

Erdos Institute boot-camp to learn ML: https://www.erdosinstitute.org/boot-camp

Coursera's ML course by Andrew Ng: https://www.coursera.org/specializati...

Deep learning book (FREE BOOK): https://www.deeplearningbook.org/
Deep learning book's github page: https://github.com/janishar/mit-deep-...

Elements of statistical learning (Amazon): https://www.amazon.com/Elements-Stati...

Welcome to ChemCoder. As a computational chemist myself, I had to transition to AI and ML towards the end of my PhD program and I have to admit, it was a lot of learning, making mistakes and late nights. If you are a graduate student, freshman, sophomore or a senior in college and wondering if this field of chemistry and programming is for you, you ARE in the right place! We as chemists or as scientists in general have a very unique position to learn and integrate our coding skills to bring new technology and innovation to the world. The future depends on us and our ability to learn, stay motivated and persistent in this difficult field. Join our community as we strive to get better every day.

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