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21 changes: 20 additions & 1 deletion README.md
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Expand Up @@ -12,4 +12,23 @@ Adding all repeated parts of examples and scripts for solving common machine lea
#### Jupyter Notebooks
* Exploratory Analysis
* Preprocessing
* ML Training
* ML Training

#### Preprocessing methods:
- Dealing with missing values
- Replace with Mean Values
- Replace with Median Values
- Replace with Most Common Values
- Replace with Specific Value
- Drop records with Missing Values
- Encoding Features
- Target Features
- Multiclass Classification
- Binary
- Non Binary
- Multilabel Classification
- Dependent Features
- Encode Classes to Labels
- Scaling Features
- Scaling
- Normalisation