├── .gitignore ├── Classification.ipynb ├── Clustering.ipynb ├── CustomMetrics.ipynb ├── Decomposition.ipynb ├── Exploring.ipynb ├── FeatureExpansion.ipynb ├── FeatureSelection.ipynb ├── Hyperparameters.ipynb ├── LICENSE.md ├── OtherLibraries.ipynb ├── Outline.ipynb ├── Pipelines.ipynb ├── README.md ├── Regression.ipynb ├── TrainTest.ipynb ├── WhatIsML.ipynb ├── data ├── FakeLearning.csv ├── HumansLearning_X.csv ├── HumansLearning_y.csv ├── Learning about Humans learning ML.csv ├── cancer-pipeline.pkl ├── dermatology.data ├── dermatology.names ├── linear_failure.csv └── pets.csv ├── environment-nographviz.yml ├── environment.yml ├── img ├── Anscombe_quartet.png ├── DBSCAN.png ├── DBSCAN.webp ├── DataDino-600x455.gif ├── KFold.png ├── L1_and_L2_balls.png ├── ML-Wikipedia.png ├── PCA-animation.gif ├── README ├── basic-perceptron.png ├── ca-clusters.png ├── inception-v3.png ├── open-notebook.png ├── pipeline-diagram.png ├── ridge_regression_geomteric.png ├── sklearn-topics.png ├── supervised_workflow.png └── train_test_split_matrix.png ├── ml-good.dot ├── ml-good.png ├── requirements.txt └── src ├── __init__.py ├── classifier_comparison.py ├── decisiontree_regressor.py ├── fakify_humans.py ├── linear_failure.py ├── over_under_fit.py ├── plot_cluster_comparison.py ├── setup.py ├── time_regressors.py └── whiten.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/.gitignore -------------------------------------------------------------------------------- /Classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/Classification.ipynb -------------------------------------------------------------------------------- /Clustering.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/Clustering.ipynb -------------------------------------------------------------------------------- /CustomMetrics.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/CustomMetrics.ipynb -------------------------------------------------------------------------------- /Decomposition.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/Decomposition.ipynb -------------------------------------------------------------------------------- /Exploring.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/Exploring.ipynb -------------------------------------------------------------------------------- /FeatureExpansion.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/FeatureExpansion.ipynb -------------------------------------------------------------------------------- /FeatureSelection.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/FeatureSelection.ipynb -------------------------------------------------------------------------------- /Hyperparameters.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/Hyperparameters.ipynb -------------------------------------------------------------------------------- /LICENSE.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/LICENSE.md -------------------------------------------------------------------------------- /OtherLibraries.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/OtherLibraries.ipynb -------------------------------------------------------------------------------- /Outline.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/Outline.ipynb -------------------------------------------------------------------------------- /Pipelines.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/Pipelines.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/README.md -------------------------------------------------------------------------------- /Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/Regression.ipynb -------------------------------------------------------------------------------- /TrainTest.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/TrainTest.ipynb -------------------------------------------------------------------------------- /WhatIsML.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/WhatIsML.ipynb -------------------------------------------------------------------------------- /data/FakeLearning.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/data/FakeLearning.csv -------------------------------------------------------------------------------- /data/HumansLearning_X.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/data/HumansLearning_X.csv -------------------------------------------------------------------------------- /data/HumansLearning_y.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/data/HumansLearning_y.csv -------------------------------------------------------------------------------- /data/Learning about Humans learning ML.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/data/Learning about Humans learning ML.csv -------------------------------------------------------------------------------- /data/cancer-pipeline.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/data/cancer-pipeline.pkl -------------------------------------------------------------------------------- /data/dermatology.data: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/data/dermatology.data -------------------------------------------------------------------------------- /data/dermatology.names: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/data/dermatology.names -------------------------------------------------------------------------------- /data/linear_failure.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/data/linear_failure.csv -------------------------------------------------------------------------------- /data/pets.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/data/pets.csv -------------------------------------------------------------------------------- /environment-nographviz.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/environment-nographviz.yml -------------------------------------------------------------------------------- /environment.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/environment.yml -------------------------------------------------------------------------------- /img/Anscombe_quartet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/Anscombe_quartet.png -------------------------------------------------------------------------------- /img/DBSCAN.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/DBSCAN.png -------------------------------------------------------------------------------- /img/DBSCAN.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/DBSCAN.webp -------------------------------------------------------------------------------- /img/DataDino-600x455.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/DataDino-600x455.gif -------------------------------------------------------------------------------- /img/KFold.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/KFold.png -------------------------------------------------------------------------------- /img/L1_and_L2_balls.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/L1_and_L2_balls.png -------------------------------------------------------------------------------- /img/ML-Wikipedia.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/ML-Wikipedia.png -------------------------------------------------------------------------------- /img/PCA-animation.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/PCA-animation.gif -------------------------------------------------------------------------------- /img/README: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/README -------------------------------------------------------------------------------- /img/basic-perceptron.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/basic-perceptron.png -------------------------------------------------------------------------------- /img/ca-clusters.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/ca-clusters.png -------------------------------------------------------------------------------- /img/inception-v3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/inception-v3.png -------------------------------------------------------------------------------- /img/open-notebook.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/open-notebook.png -------------------------------------------------------------------------------- /img/pipeline-diagram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/pipeline-diagram.png -------------------------------------------------------------------------------- /img/ridge_regression_geomteric.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/ridge_regression_geomteric.png -------------------------------------------------------------------------------- /img/sklearn-topics.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/sklearn-topics.png -------------------------------------------------------------------------------- /img/supervised_workflow.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/supervised_workflow.png -------------------------------------------------------------------------------- /img/train_test_split_matrix.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/img/train_test_split_matrix.png -------------------------------------------------------------------------------- /ml-good.dot: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/ml-good.dot -------------------------------------------------------------------------------- /ml-good.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/ml-good.png -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/requirements.txt -------------------------------------------------------------------------------- /src/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /src/classifier_comparison.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/src/classifier_comparison.py -------------------------------------------------------------------------------- /src/decisiontree_regressor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/src/decisiontree_regressor.py -------------------------------------------------------------------------------- /src/fakify_humans.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/src/fakify_humans.py -------------------------------------------------------------------------------- /src/linear_failure.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/src/linear_failure.py -------------------------------------------------------------------------------- /src/over_under_fit.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/src/over_under_fit.py -------------------------------------------------------------------------------- /src/plot_cluster_comparison.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/src/plot_cluster_comparison.py -------------------------------------------------------------------------------- /src/setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/src/setup.py -------------------------------------------------------------------------------- /src/time_regressors.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/src/time_regressors.py -------------------------------------------------------------------------------- /src/whiten.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DavidMertz/ML-Webinar/HEAD/src/whiten.py --------------------------------------------------------------------------------