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Tutorials on Machine Learning with Scikit-Learn

working with the Wisconsin Breast Cancer Dataset - that comes with scikit-learn (one of the default, pre-processed and cleaned datasets)

The accompanying video tutorials are here.

Name		Name	Last commit message	Last commit date
Latest commit History 56 Commits
Machine Learning with Scikit-Learn - 34 - Uncertainty Estimation in MultiClass Datasets.ipynb		Machine Learning with Scikit-Learn - 34 - Uncertainty Estimation in MultiClass Datasets.ipynb
Machine Learning with Scikit-Learn - 35 - Preprocessing - Binarization.ipynb		Machine Learning with Scikit-Learn - 35 - Preprocessing - Binarization.ipynb
Machine Learning with Scikit-Learn - 36 - Preprocessing - Mean Removal.ipynb		Machine Learning with Scikit-Learn - 36 - Preprocessing - Mean Removal.ipynb
Machine Learning with Scikit-Learn - 37 - Preprocessing - Scaling.ipynb		Machine Learning with Scikit-Learn - 37 - Preprocessing - Scaling.ipynb
Machine Learning with Scikit-Learn - 38 - Preprocessing - Normalization.ipynb		Machine Learning with Scikit-Learn - 38 - Preprocessing - Normalization.ipynb
Machine Learning with Scikit-Learn - 39 - Label Encoding.ipynb		Machine Learning with Scikit-Learn - 39 - Label Encoding.ipynb
Machine Learning with Scikit-Learn - 40 - One Hot Encoding - 1.ipynb		Machine Learning with Scikit-Learn - 40 - One Hot Encoding - 1.ipynb
Machine Learning with Scikit-Learn - 41 - One Hot Encoding - 2.ipynb		Machine Learning with Scikit-Learn - 41 - One Hot Encoding - 2.ipynb
Machine Learning with Scikit-Learn - 42 - Automatic Feature Selection - 1.ipynb		Machine Learning with Scikit-Learn - 42 - Automatic Feature Selection - 1.ipynb
Machine Learning with Scikit-Learn - 43 - Automatic Feature Selection - 2.ipynb		Machine Learning with Scikit-Learn - 43 - Automatic Feature Selection - 2.ipynb
Machine Learning with Scikit-Learn - 44 - Automatic Feature Selection - 3.ipynb		Machine Learning with Scikit-Learn - 44 - Automatic Feature Selection - 3.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 10 - Logistic Regression 3.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 10 - Logistic Regression 3.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 11 - Decision Trees 1.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 11 - Decision Trees 1.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 12 - Decision Trees 2.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 12 - Decision Trees 2.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 13 - Decision Trees 3.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 13 - Decision Trees 3.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 14 - Decision Trees 4.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 14 - Decision Trees 4.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 15 - Decision Trees 5.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 15 - Decision Trees 5.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 16 - Random Forests 1.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 16 - Random Forests 1.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 17 - Random Forests 2.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 17 - Random Forests 2.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 18 - Random Forests 3.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 18 - Random Forests 3.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 19 - Neural Networks 1.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 19 - Neural Networks 1.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 2.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 2.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 20 - Neural Networks 2.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 20 - Neural Networks 2.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 21 - Neural Networks 3.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 21 - Neural Networks 3.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 22 - Neural Networks 4.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 22 - Neural Networks 4.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 23 - Neural Networks 5.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 23 - Neural Networks 5.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 24 - Neural Networks 6.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 24 - Neural Networks 6.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 25 - SVMs 1.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 25 - SVMs 1.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 26 - SVMs 2.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 26 - SVMs 2.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 27 - SVMs 3.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 27 - SVMs 3.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 28 - SVMs 4.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 28 - SVMs 4.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 29 - SVMs 5.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 29 - SVMs 5.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 3.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 3.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 30 - SVMs 6.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 30 - SVMs 6.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 31 - SVMs 7.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 31 - SVMs 7.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 32 - The Decision Function.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 32 - The Decision Function.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 33 - Predict Proba.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 33 - Predict Proba.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 4 - Process Outline.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 4 - Process Outline.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 5 - KNN 1.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 5 - KNN 1.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 6 - KNN 2.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 6 - KNN 2.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 7 - KNN 3.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 7 - KNN 3.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 8 - Logistic Regression 1.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 8 - Logistic Regression 1.ipynb
Machine Learning with Scikit-Learn - The Cancer Dataset - 9 - Logistic Regression 2.ipynb		Machine Learning with Scikit-Learn - The Cancer Dataset - 9 - Logistic Regression 2.ipynb
README.md		README.md
SVM.png		SVM.png
SVM2.png		SVM2.png
SVM3.png		SVM3.png
breast-cancer-wisconsin-data.csv		breast-cancer-wisconsin-data.csv
cancertree.png		cancertree.png

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Tutorials on Machine Learning with Scikit-Learn

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