RAUSHAN KUMARthe-infinite-loop.hashnode.dev·Dec 19, 2024Unlocking Linear Algebra: Mastering Linear Combinations, Gauss’s Method, and Echelon Form“Linear algebra is a cornerstone of mathematics with applications in data science, machine learning, and engineering. This article unpacks key concepts like linear combinations, Gauss’s method, and echelon form to help you build a strong foundation.”...Echelon
RAUSHAN KUMARthe-infinite-loop.hashnode.dev·Dec 19, 2024Unraveling Linear Equations: Do More Variables Mean More Solutions?When we think about systems of linear equations, a common assumption is that having more variables than equations always leads to infinitely many solutions. But is this always true? Let’s explore! For example, let's consider two equations: x + y + z ...Mathematics
Mohammed Jodadevforgood.hashnode.dev·Nov 21, 20241. Mathematics for Machine Learning and Deep Learning: Linear Algebra ( numpy, pandas, matplotlib)Linear Algebra Linear algebra is the foundation of machine learning and deep learning, providing tools to understand and manipulate data in multi-dimensional spaces. This tutorial will introduce key concepts of linear algebra with Python examples usi...#LinearAlgebra #Mathematics #DataScience #MachineLearning #ArtificialIntelligence #Statistics #Math #Matrix #Vector #Eigenvalues #Eigenvectors #LinearEquations #LinearSystems #MathematicalFoundations #Algebra #NumericalMethods
Pietro Zanottaamm.zanotp.com·Sep 30, 2024Solving linear systems of equations using quantum computersLinear systems of equations lie at the heart of many scientific and engineering problems, from machine learning to optimization and physics simulations. Classical methods like Gaussian elimination or iterative methods are powerful but can be ineffici...30 readshhl
Harshith Sai Vblogs.harshithsai.com·Sep 28, 2024NormCompressAI: Exploring Image Compression with Different NormsIn the world of deep learning and computer vision, image compression plays a crucial role in efficient data storage and transmission. Today, we’ll dive into a fascinating project called NormCompressAI, which explores how different mathematical norms ...ML
Faozia Islam Rihariha.hashnode.dev·Sep 4, 2024Beginner Concepts of Linear AlgebraLinear algebra is the study of vectors, matrices, and linear transformations, and it is crucial to many fields like computer graphics, data science, and engineering. In this guide, we’ll thoroughly explore the foundational concepts to give you a soli...concepts of linear algebra
Rudra Sarkarrudra-sarkar.hashnode.dev·Jul 27, 2024Rethinking Row space and Column space in the Data WayHi everyone, welcome to my blog. In this blog, I have addressed a very basic concept of linear algebra: row space and column space. While there are a huge amount of resources that address these concepts, I have shared my perspective, and I have tried...71 readsArtificial Intelligence
ByteScrum TechnologiesforByteScrum Technologiesblog.bytescrum.com·Jul 22, 2024How to Master Machine Learning in 2024: A Complete GuideMachine Learning (ML) is not just a buzzword; it's a transformative force that’s redefining industries and everyday life. From personalized recommendations on your favorite streaming platforms to the sophistication of self-driving cars, ML is at the ...51 likes·89 readsMachine LearningML 2024
Lakshay Sharmalakshayy.hashnode.dev·Jul 14, 2024Projection In Linear AlgebraContext of this topic: This topic is a part of linear algebra having applications throughout many different fields like: Computer graphics, Data science and ML(like PCA and feature selection), signal processing and even in Quantum mechanics. What is ...linear algebra
Abdullah Alhaririblog.abdullahalhariri.com·Jul 14, 2024Special types of matricesIn Linear Algebra there are a few notable types of matrices, I'll cover them in short. Square Matrix The square matrix is a matrix that has an equal number of rows and columns. $$\begin{bmatrix} 4 & 2 & 7\\ 5 & 1 & 9\\ 4 & 0 & 1 \end{bmatrix}$$They a...4 likeslinear algebra