Notebooks that we have covered in the lectures are given here.
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- Naive Bayes demo naive_bayes.ipynb
- Naive Bayes demo with Iris data naive_bayes_iris.ipynb
- Birthweight data demo birthweight.ipynb
- Explatory data analysis birthweight_eda.iynb
- Simple linear regression with pyTorch library simple_linear_regression_torch.ipynb
- Data normalization data_normalization.ipynb
- Data standardization data_standardization.ipynb
- Outlier detection using dbscan dbscan.ipynb
- Filling empty values fill_empty_values.ipynb
- Data distribution transformation rv_transform.ipynb
- Email validation email_validate.ipynb
- Phone number validation phone_validate.ipynb
- Gender value validation validate_gender.ipynb
TODO
- Todo list comes here!
- Visualization notebook
- Data description notebooks
- Outlier detection and handling notebooks