├── Cheatsheets ├── 1- PythonForDataScience.pdf ├── 10- ML questions and answers.pdf ├── 11-matrixcookbook.pdf ├── 2- Reading and Writing data with PANDAS.pdf ├── 3- Statistics cheatsheet.pdf ├── 4- DS cheatsheet.pdf ├── 5- probability_cheatsheet.pdf ├── 6- ultimate R Cheat Sheets.pdf ├── 7- Regression models.Pros and consJPG.JPG ├── 8- Classification models.Pros and consJPG.JPG ├── 9- Clustering models.Pros and consJPG.JPG ├── Data source for ML practice.ipynb ├── Data source for ML practice.pdf └── Jupyter notebook shortcuts.docx ├── Classes ├── Class 1- Welcome to ML │ └── Class 1- Welcome to ML.pdf ├── Class 10- Logistic regression (theory) │ ├── .ipynb_checkpoints │ │ └── Class 10- Logistic regression-checkpoint.pdf │ └── Class 10- Logistic regression.pdf ├── Class 11- Logistic regression (Python) │ ├── .ipynb_checkpoints │ │ ├── Default-checkpoint.csv │ │ ├── Logistic_reg_default-checkpoint.html │ │ └── Logistic_reg_default-checkpoint.ipynb │ ├── Default.csv │ ├── Logistic_reg_default.html │ ├── Logistic_reg_default.ipynb │ └── logo.jpg ├── Class 12- KNN (Theory) │ └── Class 12- KNN.pdf ├── Class 13- KNN (Python) │ ├── .ipynb_checkpoints │ │ ├── KNN_Regression-checkpoint.ipynb │ │ ├── KNN_classification-checkpoint.html │ │ └── KNN_classification-checkpoint.ipynb │ ├── KNN_Regression.html │ ├── KNN_Regression.ipynb │ ├── KNN_classification.html │ ├── KNN_classification.ipynb │ ├── Social_Network_Ads.csv │ ├── logo.jpg │ └── wage.csv ├── Class 14-15 SVM (Theory) │ └── Class 14-15 SVM theory.pdf ├── Class 16-17 SVM (Python) │ ├── Class 16-SVM classification (Python).html │ ├── Class 16-SVM classification (Python).ipynb │ ├── SVM Regression (Python).html │ ├── SVM Regression (Python).ipynb │ ├── SVM_exploringAll.html │ ├── SVM_exploringAll.ipynb │ ├── bikeshare.csv │ └── logo.jpg ├── Class 18- Decision Trees (Theory) │ └── Class 18- Decision Trees (Theory) .pdf ├── Class 19- Decision Tree (Python) │ ├── DT_plot_Regression.png │ ├── DT_plot_classification.png │ ├── DTs classification.html │ ├── DTs classification.ipynb │ ├── DTs regression.html │ ├── DTs regression.ipynb │ ├── Social_Network_Ads.csv │ ├── logo.jpg │ └── wage.csv ├── Class 2- ML introduction │ └── Class 2- What is Machine Learning.pdf ├── Class 20- Random Forest (Theory) │ └── Class 20- Random Forest (Theory) .pdf ├── Class 21- Random Forest (Python) │ ├── Logan_housing.csv │ ├── RF_classification_creditcard.html │ ├── RF_classification_creditcard.ipynb │ ├── RF_regression.html │ ├── RF_regression.ipynb │ ├── RF_regression_Loganhousing.html │ ├── RF_regression_Loganhousing.ipynb │ ├── credit_card_clean.csv │ └── logo.jpg ├── Class 22- Boosting models │ ├── Class 22- Boosting (Theory) .pdf │ ├── XGBOOST_classification_creditcard.html │ ├── XGBOOST_classification_creditcard.ipynb │ ├── credit_card_clean.csv │ └── logo.jpg ├── Class 23- PCA (Theory) │ └── Class 23- PCA.pdf ├── Class 24- PCA (Python) │ ├── Kernel PCA │ │ ├── Kernel_PCA.html │ │ ├── Kernel_PCA.ipynb │ │ └── Social_Network_Ads.csv │ ├── PCA_pca.html │ ├── PCA_pca.ipynb │ ├── PCA_sklearn.html │ ├── PCA_sklearn.ipynb │ ├── USArrests.csv │ └── Wine.csv ├── Class 25- Clustering (Theory) │ └── Class 25 - Clustering.pdf ├── Class 26- Clustering (Python) │ ├── Clustering_unsupervised.html │ ├── Clustering_unsupervised.ipynb │ ├── Mall_Customers.csv │ └── logo.jpg ├── Class 3- Python Crash Course │ ├── Class 3- EDA exercise │ │ ├── EDA_Wage.html │ │ ├── EDA_Wage.ipynb │ │ ├── logo.jpg │ │ └── wage.csv │ ├── Class 3- Python Crash Course.pdf │ └── Class 3-notebooks │ │ ├── 1-Python_Basics.ipynb │ │ ├── 2-NumPy.ipynb │ │ ├── 3-Pandas.ipynb │ │ ├── 4-Matplotlib (visualization).ipynb │ │ ├── 5-Pandas (visualization).ipynb │ │ ├── 6-Seaborn (visualization).ipynb │ │ ├── 7- Time series in Python.ipynb │ │ ├── GDP.csv │ │ ├── GDP.xlsx │ │ ├── GDP_new.csv │ │ ├── logo.jpg │ │ └── my_fig.png ├── Class 4- ML concepts (part 1) │ └── Class 4- ML concepts (part I).pdf ├── Class 5- ML concepts (part 2) │ └── Class 5- ML concepts (part II).pdf ├── Class 6- Linear regression │ ├── .ipynb_checkpoints │ │ └── Linear_regression-checkpoint.ipynb │ ├── Class 6- Linear Regression.pdf │ ├── Linear_regression.html │ ├── Linear_regression.ipynb │ ├── Whiteboard.png │ ├── boston_clean.csv │ └── logo.jpg ├── Class 7- Polynomial regression │ ├── Class 7- Polynomial Regression.pdf │ ├── Whiteboard.png │ ├── logo.jpg │ ├── polynomial_reg.html │ └── polynomial_reg.ipynb ├── Class 8- Regularization (theory) │ └── Class 8- Regularization.pdf └── Class 9- Regularization (Python) │ ├── Regularization_Boston.csv │ ├── Regularization_Boston.html │ ├── Regularization_Boston.ipynb │ ├── Regularization_synthetic.csv │ ├── Regularization_synthetic.html │ ├── Regularization_synthetic.ipynb │ └── logo.jpg ├── Machine Learning Super Cheatsheet (Prof. Pedram Jahangiry).pdf ├── Problem sets ├── HW1 │ └── HW1-Introduction.pdf ├── HW10 │ ├── HW10-RF.pdf │ └── bikeshare.csv ├── HW11 │ ├── HW11-Boosting.pdf │ └── bikeshare.csv ├── HW12-The LAST one │ ├── HW12-PCA.pdf │ └── Mall_Customers.csv ├── HW2 │ └── HW2-EDA_part1.pdf ├── HW3 │ └── HW3-EDA_credit_card.pdf ├── HW4 │ ├── HW4-Linear Regression.pdf │ ├── boston_polynomial.csv │ └── nyc-rolling-sales_clean.csv ├── HW5 │ ├── HW5-Regularization.pdf │ └── wage_regularization.csv ├── HW6 │ ├── HW6-Logistic_Regression.pdf │ └── credit_card_clean.csv ├── HW7 │ ├── HW7-KNN.pdf │ └── bikeshare.csv ├── HW8 │ └── HW8-SVM.pdf └── HW9 │ ├── HW9-DTs.pdf │ └── lendingclub.csv └── README.md /Cheatsheets/1- PythonForDataScience.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PJalgotrader/ML-USU-SP21/HEAD/Cheatsheets/1- PythonForDataScience.pdf -------------------------------------------------------------------------------- /Cheatsheets/10- ML questions and answers.pdf: -------------------------------------------------------------------------------- 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