Linear algebra

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Towards Data Science

Algebra is firstly taken from a book, written by Khwarizmi(780-850 CE), which is about calculation and equations. It is a branch of mathematics in which letters are used instead of numbers. Each…

Linear Algebra

Machine Learning Glossary

Linear Algebra Vectors Notation Vectors in geometry Scalar operations Elementwise operations Dot product Hadamard product Vector fields Matrices Dimensions Scalar operations Elementwise operations Had...

Linear Algebra

Dive intro Deep Learning Book

By now, we can load datasets into tensors and manipulate these tensors with basic mathematical operations. To start building sophisticated models, we will also need a few tools from linear algebra. Th...

Linear Algebra Explained — Part 3

Analytics Vidhya

In this post, we will try to understand the dot product. You can read the previous posts of this series here: part 1, part 2. Let’s start with the standard definition of dot product. We take two…

Linear Algebra Explained — Part 1

Analytics Vidhya

Linear algebra is required for most fields, especially for machine learning and data science. I watched a video series called Essence of Linear Algebra and I found them very helpful to understand the…...

Linear Algebra Explained — Part 2

Analytics Vidhya

In the first part of this series vectors, basis vectors, span and linear transformations are explained. For this part, we will take a look at matrix multiplication, determinant, inverse matrices…

Linear Algebra (

SciPy User Guide

Linear Algebra ( scipy.linalg ) When SciPy is built using the optimized ATLAS LAPACK and BLAS libraries, it has very fast linear algebra capabilities. If you dig deep enough, all of the raw LAPACK and...

A Gentle Introduction to Linear Algebra

Machine Learning Mastery

Last Updated on August 9, 2019 What is Linear Algebra? Linear algebra is a field of mathematics that is universally agreed to be a prerequisite to a deeper understanding of machine learning. Although ...

Linear Algebra is fun, trust me! (Part 1)

Analytics Vidhya

Linear Algebra is one area of Mathematics that is extensively used throughout machine learning especially in the field of deep learning. A good understanding of this area is required for…

Intro to R: Linear Algebra

Towards Data Science

R is a very powerful language developed especially for data analysis, data visualization, and machine learning, which makes it a must-learn for any aspiring data scientist. R is especially handy with…...

Introduction to Applied Linear Algebra: Vectors

Towards Data Science

Goal: This article gives an introduction to vectors, vector operations and their applications in the field of data science Why you should learn it: It is the basis for almost all machine learning…

Linear Algebra 3: Vector Equations

Towards Data Science

Vector Equations and Spans Preface Welcome back to the third essay of my ongoing series on the basics of Linear Algebra, the foundational math behind machine learning. In my previous article, I walke...