Machine Learning Tutorial Python - 3: Linear Regression Multiple Variables

In this machine learning tutorial with python, we will write python code to predict home prices using multiple variable linear regression in python (using sklearn linear_model). Home prices are dependent on 3 independent variables: area, bedrooms and age. Pandas dataframe is used to fill missing values first and then use that dataset to train a multivariate regression model.You can use exercise at the end to consolidate your understanding on whatever you have learnt in this machine learning tutorial. #MachineLearning #PythonMachineLearning #MachineLearningTutorial #Python #PythonTutorial #PythonTraining #MachineLearningCource #LinearRegression #sklearntutorials #scikitlearntutorials Code: https://github.com/codebasics/py/blob/master/ML/2_linear_reg_multivariate/2_linear_regression_multivariate.ipynb (Exercise is at the end of the ipynb notebook so just open that file and read through) Exercise solution: https://github.com/codebasics/py/blob/master/ML/2_linear_reg_multivariate/Exercise/exercise_answer.ipynb Topics that are covered in this Machine Learning Video: 0:00 Linear Regression With Multiple Variables: 0:48 Data set 2:07 Linear Equation 3:28 Load Data in Pandas Data Frame 4:16 Data preeprocessing (Handle Missing Values) 6:17 Train Lemear Model 8:18 Predict home prices using trained model 11:35 Exercise to predict hired candidates salary based on few parameters Topic Highlights: 1) Data Preprocessing Handle Missing Values 2) Linear Regression Using Multiple Variables 3) Train Lemear Model 4) Exercise to predict hired candidates salary based on few parameters Do you want to learn technology from me? Check https://codebasics.io/?utm_source=description&utm_medium=yt&utm_campaign=description&utm_id=description for my affordable video courses. Next Video: Machine Learning Tutorial Python - 4: Gradient Descent and Cost Function: https://www.youtube.com/watch?v=vsWrXfO3wWw&list=PLeo1K3hjS3uvCeTYTeyfe0-rN5r8zn9rw&index=4 Very Simple Explanation Of Neur