A collection of common Machine Learning templates and examples for building effective models.
- Data Preprocessing
1. data_preprocessing_tools
- Regression
2. simple_linear_regression
3. multiple_linear_regression
4. polynomial_regression
5. support_vector_regression
6. decision_tree_regression
7. random_forest_regression
- Classification
8. logistic_regression
9. k_nearest_neighbors
10. support_vector_machine
11. kernel_svm
12. naive_bayes
13. decision_tree_classification
14. random_forest_classification
- Clustering
- Association Rule Learning
- Reinforcement Learning
- Natural Language Processing (NLP)
- Deep Learning
- Dimensionality Reduction
- Model Selection