Machine Learning with Python video 18 Decision Tree Regression

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In this video we will discuss decision tree regression . both Decision tree regression Intuition and application on decision tree on real datasets, decision tree works best when it is applied on big datasets or datasets with multiple independent variables

time stamp :

00:00 : intro

01:10 : Decision Tree regression Intuition, or how decision tree work
04:42 : how to predict value using decision tree regression
07:01 : application of decision tree regression

07:13 : installing numpy and pandas pip install numpy
pip install pandas

09:14 : how to select independent and dependent variable in machine learning

09:49 : how to extract independent and dependent columns in different variable .iloc().values method of pandas
11:54 : train_test_split() , random_state, test_split
12:52 : import decision tree model

13:03 : how to create regression class instance for decision tree
13:26 : training decision tree model

13:53 : prediction values using decision tree regression

15:03 : comparing predicted values of decision tree to real values

some terms for this video :
machine learning with python

machine learning tutorials

how machine learning works

machine learning detailed tutorial

tags :#decision_tree #machine_learning #i_know_python