FileName	Description	Video
-	01 - Regression in 8 minutes	01 - Regression in 8 minutes
01 - LinearRegression	02 - Simple and Multiple Regression in Python in 8 mins	02 - Simple and Multiple Regression in Python in 8 mins
02 - LinearRegression Boston	03 - Multiple Linear Regression and Feature Interaction in 10 minutes	03 - Multiple Linear Regression and Feature Interaction in 10 minutes
-	04 - Decision Trees [ Regression ] in 6 minutes	04 - Decision Trees [ Regression ] in 6 minutes
03- house-sales-decision-trees	05 - Decision Trees [ Regression ] in Python in 7 mins	05 - Decision Trees [ Regression ] in Python in 7 mins
-	06 - Concept of Cross Validation in 3 minutes	06 - Concept of Cross Validation in 3 minutes
04 - house-sales-regularized-linear-models.ipynb	07 - Penalized Regression Models in 11 minutes	07 - Penalized Regression Models in 11 minutes
05 -Missing Values and Linear Regression.ipynb	08 - Handle Missing Values and Linear Regression [ Very Simple Approach ] in 6 minutes	08 - Handle Missing Values and Linear Regression [ Very Simple Approach ] in 6 minutes
06 - RandomForest.ipynb	09 - Random Forest in 4 minutes	09 - Random Forest in 4 minutes
07 - Categorical Variables-RandomForest.ipynb	10 - Categorical Variables and RandomForest in 10 minutes	10 - Categorical Variables and RandomForest in 10 minutes
08 - Pipelines.ipynb
09 - Pipelines and Random Forests.ipynb	11 - Pipelines and Transformers in 7 minutes	11 - Pipelines and Transformers in 7 minutes
	12 - Boosting in 4 minutes	12 - Boosting in 4 minutes
	13 - LogisticRegression and Classification in 8 minutes	13 - LogisticRegression and Classification in 8 minutes