├── .gitignore ├── 01_dataload ├── load_csv_data.ipynb └── load_csv_data.py ├── 02_datapreproc ├── README.md ├── datapreproc.py └── scale_data_for_ml.ipynb ├── 03_resampling ├── resampledata.ipynb └── resampling.py ├── 04_evaluationmatrix └── evaluation_matrix.ipynb ├── 06_simple_linear_regression ├── multiple_linear_regression.ipynb ├── ordinary_least_square.ipynb ├── simple_linear_reg_algorithm.ipynb └── simple_linear_regression.py ├── 07_gradient_descent └── stochastic_grad_descent_algorithm.ipynb ├── DataCamp_01_SupervisedLearning.ipynb ├── LICENSE ├── README.md ├── datacamp_notebooks ├── DataCamp_01_SupervisedLearning.ipynb ├── DataCamp_02_UnsupervisedLearning.ipynb └── DataCamp_04_TreeModels.ipynb ├── datasets ├── README.md ├── brent-daily_csv.csv ├── car_crashes.csv ├── iris.csv ├── mammography.csv ├── pima-indians-diabetes.csv └── wti-daily_csv.csv ├── neuralnetwork └── perceptron-mnist-keras.ipynb ├── optimization ├── first.txt ├── particle_swarm_optimization.py ├── 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