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Mathematics for Computer Vision (Book)

Abstract  This book provides a comprehensive overview of the mathematical foundations of computer vision, including linear algebra, calculus, probability and statistics, differential equations, and geometry. Each chapter introduces key concepts and their applications in computer vision, providing examples and practical exercises for readers to apply these concepts in real-world scenarios. The first chapter focuses on linear algebra, which is used extensively in computer vision for tasks such as image processing, image compression, and feature extraction. The second chapter discusses the use of calculus for image segmentation, object detection, and tracking, including the calculation of gradients and optimization algorithms. The third chapter covers probability and statistics, which are essential for object recognition, classification, and machine learning in computer vision. The fourth chapter delves into differential equations, which are used for image restoration and denoising. T...

Linear Algebra for Machine Learning

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Internet of Things (IoT)

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Applications of Internet Medical Things   --------------------------------------------------------------------------------   An Introduction Congressional Research Service ,  Internet of Things (IoT): An Introduction,  CRS In Focus (June 4, 2019) ( full-text ). Overview The  Internet of Things  ( IoT ) is a system of interrelated devices that are connected to a  network  and/or to each other,  exchanging data  without necessarily requiring  human-to-machine  interaction. In other words, IoT is a collection of  electronic devices  that can  share information  among themselves. Examples include  smart factories ,  smart home devices ,  medical monitoring devices ,  wearable  fitness trackers,  smart city infrastructures , and  vehicular telematics . Potential issues for  Congress  include  regulation ,  digital privacy , and  data security  as di...

Time Series

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  What is a time series? A time series is a sequence of data points that occur in successive order over some period of time. In investing, a time series tracks the movement of the chosen data points , for example,  security's price, over a specified period of time with data points recorded at intervals. *  A time series is a data set that tracks a sample over time. * In particular, a time series allows one to see what factors influence certain variables from period to period . * Time series analysis can be useful to see how a given asset, security, or economic variable changes over time. * Forecasting methods using time series are used in both fundamental and technical analysis. * Although cross-sectional data is seen as the opposite of the time series, the two are often used together in practice. Understanding Time series A time series can be taken on any variable that changes over time. in investing, it is common to use a time series to track the price of a secur...

Reference Book for Plan 2022

Mathematics Books for Machine Learning and Deep Learning: We try to follow some reference book so that motivation we decide to two books one for machine learning and other is for deep learning,  We will use the book as online mode, where we will be attached books link you can access if you want to buy  it can you, The titled books " Mathematics for machine learning by Marc Peter " and " Hands-On-mathematics for Deep Learning by Jay Dawani" Outline of Course: Here I am going to mention some fields of mathematics  1,  Linear  algebra System of  linear equations Solution system of linear equations Matrices Vector space 2 , Analytic Geometry Length and distance Norms Orthogonal 3,  Calculus  Function; input, output, domain, and range Mapping; linear, nonlinear And many more, machine and deep learning are fields of data science, so we will tach with probability and statistical approaches to help implementations sections. link of Reference books Ma...

PLAN 2022 Of Mathematics and Seeker Academy

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Post 01 In this post, I will share a plan for 2022. Our main aim and objective is an implication of mathematics on hand using tools like MATLAB ,   PYTHON , and R LANGAGE . This is the era of machine learning and deep learning, so our motivation for a new year towards such a field where mathematicians contributed a lot where is waken space.   First-week task 01 Here I have to show you how to get the free and latest version of MATLAB. The video title is " HOW TO Download free and online 30 days trail MATLAB", also you can see the thumbnail of the video attached to this post, where you can find all stuff. Some useful links are    https://www.mathworks.com/   here mention on the video you can get here's  Mathematics and Seeker academy

Types of function

Types of Function . AS WE ALREADY DISCUSSED ABOUT FUNCTION Here I'm going to explain some special functions, there are many types of  recall the concept of function in simple words: taking input doing processing and give a unique output. The main thing to be noted that is input, output, and relationship input and output. Example