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Mathematics for Machine Learning

The beauty of Orthogonal Projections

Mathematics is always fascinating when we understand it by visualizing its effect. Especially, when you already know something and prove it using mathematics, that 'AHA' moment hits differently. The same…

1 Comment
March 12, 2023
The beauty of Orthogonal Projections
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Mathematics for Machine Learning

Linear Transformation

On my road to understanding linear algebra for the sake of machine learning, linear transformation of vectors is the topic that I found most challenging to understand, at the same…

1 Comment
March 5, 2023
Linear Transformation
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Mathematics for Machine Learning

Span of a vector

In a given vector space \(V\), the set of all the linear combinations that are possible with the vectors \(v_1, v_1, ..., v_n\) present in \(V\) is called the generating…

2 Comments
February 16, 2023
Span of a vector
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Mathematics for Machine Learning

Linear Independence

In this article on linear algebra, we are going to understand about linear independence between vectors. Furthermore, we will use Gaussian elimination to check if a set of vectors is…

3 Comments
February 8, 2023
Linear Independence
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Mathematics for Machine Learning

How to solve a system of linear equations

In my previous article on understanding system of linear equations, I explained the basic meaning of system of linear equations. I also mentioned an example where the amount of resources…

2 Comments
January 29, 2023
How to solve a system of linear equations
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Mathematics for Machine Learning

Understanding System of Linear Equations

During my graduation, I developed interest in machine learning and started studying about it. I realized most part of machine learning, if not all, is mathematics. Because the math I…

1 Comment
January 14, 2023
Understanding System of Linear Equations
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