index.md

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Written by Jen Selby and Carl Shan

Introduction

{% include machine_learning_categories.html %}

{% include linear_regression.html %}

{% include ridge_lasso_elastic_net.html %}

{% include validation.html %}

{% include regression_validation.html %}

{% include classification.html %}

{% include decision_trees.html %}

{% include random_forest.html %}

{% include logistic_regression.html %}

{% include naive_bayes.html %}

{% include support_vector_machines.html %}

{% include classification_validation.html %}

{% include ethical_issues.html %}

{% include ethical_issues_privacy.html %}

{% include ethical_issues_bias.html %}

{% include ethical_issues_abuse_and_misuse.html %}

{% include ethical_issues_model_explainability.html %}

{% include ethical_issues_responsibility.html %}

{% include ethical_issues_automation_of_labor.html %}

{% include ethical_issues_existential_risks.html %}

{% include data_processing.html %}

{% include data_interval_ordinal_or_categorical.html %}

{% include data_text.html %}

{% include data_null_values.html %}

{% include data_transforming_numerical_values.html %}

{% include data_feature_interactions.html %}

{% include data_proxy_values.html %}

{% include parameters_and_hyperparameters.html %}

{% include unsupervised_learning.html %}

{% include k_means_clustering.html %}

{% include dbscan_clustering.html %}

{% include hierarchical_clustering.html %}

{% include clustering_validation.html %}

{% include clustering_exercises.html %}

{% include neural_networks_intro.html %}

{% include neural_networks_problem_domains.html %}

{% include neural_networks_training.html %}

{% include neural_networks_exercises.html %}

{% include neural_networks_configurations.html %}

{% include data_word_vectors.html %}

{% include generative_models.html %}

{% include reinforcement_learning.html %}

{% include evolutionary_methods.html %}

Optional Topics

{% include probabilistic_programming.html %}

Setup and Tools

{% include setting_up_python3.html %}

{% include setting_up_github.html %}

{% include using_github.html %}

{% include intro_to_jupyter.html %}

{% include intro_to_pandas.html %}

{% include setting_up_tensorflow_keras.html %}

{% include all_exercises.html %}

{% include resources.html %}

Example Datasets

• Storm Data{:target="_blank"} -- in particular, look at the Storm Data Format Description{:target="_blank"}
• Student Performance Data{:target="_blank"}
• Titanic Dataset
  • Data Dictionary - This describes what all the different variables of the Titanic dataset mean.