07. Value Prediction using Linear Regression in Python | Artificial Intelligence & Machine Learning

In this video, Joed Goh teaches you how to build a house value estimation using linear regression machine learning algorithm in python. This lessons explains both the theoretical (math and statistics) and actual (python programming) use of simple and multiple linear regression analysis. TABLE OF CONTENTS: 0:00 Introduction 0:25 Linear Regression Basic Concept 4:25 House Value Estimator Function 8:51 Cost Function 12:50 Simple Linear Regression 15:40 Slope Intercept Form, y = mx + b 19:55 Creating a Simple Regression Model with Sci-kit Learn 23:21 Coefficient of Determination (R-Squared) 24:46 Correlation Coefficient (r) 27:23 Train Test Split 33:10 Multiple Linear Regression 36:53 House Value Prediction PLAYLISTS: Artificial Intelligence and Machine Learning Foundations https://youtube.com/playlist?list=PLVTsfY7Kr9qjMqXcOUEkB_rDHQVTVDYtY Designing Database Solutions with Microsoft SQL Server 2019 https://youtube.com/playlist?list=PLVTsfY7Kr9qjagmWoPLXPvdOk46C5IAB_ Android App Development in Kotlin https://youtube.com/playlist?list=PLVTsfY7Kr9qimoaNmBCQQcvNi49EoKTWS Embedded Systems using Arduino Uno https://youtube.com/playlist?list=PLVTsfY7Kr9qhkfmq85MH2xObFIELuq_Vo Data Structures and Algorithms using C# https://youtube.com/playlist?list=PLVTsfY7Kr9qiTxECmzTVkLZt1DkaFEfUg --------------------------------------- References: https://www.javatpoint.com/linear-regression-in-machine-learning https://www.geeksforgeeks.org/ml-linear-regression/ https://www.javatpoint.com/regression-analysis-in-machine-learning https://vitalflux.com/mean-square-error-r-squared-which-one-to-use/#:~:text=R-Squared%20is%20also%20termed%20as%20the%20coefficient%20of,data%20perfectly%20with%20a%20corresponding%20MSE%20%3D%200. https://www.mygreatlearning.com/blog/mean-square-error-explained/#:~:text=Mean%20Absolute%20Error%20%28MAE%29%20is%20the%20sum%20of,than%20or%20equal%20to%20MAE%20%28RSME%20%3E%3D%20MAE%29. https://towardsdatascience.com/coding-deep-learning-for-beginners-linear-regression-part-2-cost-function-49545303d29f https://www.kaggle.com/general/156593 https://www.andrews.edu/~calkins/math/edrm611/edrm06.htm