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Regression Models Folder
- Linear Regression
- Polynomial Regression
- Multivariable Linear Regression
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More Advanced Regression Models Folder
- Multivariate Linear Regression on automobile dataset with splitting data to train/test
- Multivariate Linear Regression with L1/L2 Regularization
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More On Regression Models Folder
- Decision Tree Regression
- Random Forest Regression
- KFold Cross Validation
- Grid Search
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Classification Models Folder
- Decision Tree & Random Forest Classification
- Logistic Regression
- K-NearestNeighbor Classifier (KNN)
- SVM
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More Classification Models Folder
- Decision Tree & Random Forest Classfier
- XGBoost Classifier
- Naive Bayes Classifier
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E2E Projects on Regression & Classification
- Regression E2E Notebook using Airline Ticket Price Dataset
- Classification E2E Notebook using Titanic Dataset
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Collection of notebooks I made to illustrate some machine learning concepts and models in this repo, most of the models in this repo are built once from scratch and once using built-in models from libraries like sklearn.
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RadwaSK/MLGuideNotebooks
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Collection of notebooks I made to illustrate some machine learning concepts and models in this repo, most of the models in this repo are built once from scratch and once using built-in models from libraries like sklearn.