A collection of Jupyter notebooks about machine learning and data science topics

Supervised Learning

supervised_linear_regression - Linear Regression example
supervised_logistic_regression - Logistic Regression example
supervised_classifier_svm_pipeline - Support Vector Machine example
supervised_decision_tree_randomized_search - Decision Tree example using randomized search to find best hyperparameters
supervised_elastic_net_grid_search - Elastic Net example with Grid Search
supervised_ridge_regression - Ridge Regression example
unsupervised_dimension_reduction_PCA - dimension reduction and Principal Component Analysis

Name		Name	Last commit message	Last commit date
Latest commit History 15 Commits
images		images
sample_data		sample_data
.gitignore		.gitignore
README.md		README.md
basics_matplotlib.ipynb		basics_matplotlib.ipynb
basics_numpy.ipynb		basics_numpy.ipynb
basics_pandas.ipynb		basics_pandas.ipynb
deep_learning_keras_mnist.ipynb		deep_learning_keras_mnist.ipynb
snippets_python.ipynb		snippets_python.ipynb
supervised_classifier_svm_pipeline.ipynb		supervised_classifier_svm_pipeline.ipynb
supervised_decision_tree_randomized_search.ipynb		supervised_decision_tree_randomized_search.ipynb
supervised_elastic_net_grid_search.ipynb		supervised_elastic_net_grid_search.ipynb
supervised_linear_regression.ipynb		supervised_linear_regression.ipynb
supervised_logistic_regression.ipynb		supervised_logistic_regression.ipynb
supervised_regression_ridge.ipynb		supervised_regression_ridge.ipynb
unsupervised_dimension_reduction_PCA.ipynb		unsupervised_dimension_reduction_PCA.ipynb
unsupervised_k_means.ipynb		unsupervised_k_means.ipynb