Commit 2ab40dbb authored by Leodegario Lorenzo II's avatar Leodegario Lorenzo II
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Add Table of Recipes

parent 10b5cb4f
......@@ -3,4 +3,33 @@ Are you tired of copy pasting ML codes scattered accross different notebooks? Wa
This library/code contains all the learnings taken from the ML1 class and some more. This includes all the machine learning models used, the cross validation strategy, interpretability strategies, and many more! The code was designed to be beginner friendly, easy to use, easy to integrate, and encourage collaboration across team members!
Please check the table of recipes for the exact task that you need!
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Please check the table of recipes for the exact task that you need!
## Table of Recipes
### 1 Training and Testing Machine Learning Models
#### 1.1 Train using all models
#### 1.2 Train using selected models
#### 1.3 Specify scaling
#### 1.4 Specify scorer
### 2 Hypertuning Models
#### 2.1 Specifying models and parameters
#### 2.2 Accuracy versus parameter plots
### 3 Interpreting the Prediction Results
#### 3.1 Regularization Plots
#### 3.2 Tree Feature Importance Plots
#### 3.3 Permutation Importance Plots
#### 3.4 Partial Dependence Plots
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