├── .gitignore ├── Code ├── 01 - Basic and Comparison.ipynb ├── 02 - List.ipynb ├── 03 - Tuples, Dictionaries, and Sets.ipynb ├── 04 - Functions.ipynb ├── 05 - Classes and try-except.ipynb ├── 06 - Numpy.ipynb ├── 07 - Pandas.ipynb ├── 08 - Matplotlib.ipynb ├── 09 - Regression.ipynb ├── 10 - Classification.ipynb ├── Appendix - Data Class.ipynb ├── data │ ├── Life_Expectancy_Data.csv │ ├── appl_1980_2014.csv │ ├── baseball.csv │ ├── boston_housing_delimiter.csv │ ├── company_sales_data.csv │ ├── euro2012.csv │ ├── fifa.csv │ ├── iris.csv │ ├── perceptron.csv │ ├── test_LoanPrediction.csv │ └── train_LoanPrediction.csv ├── figures │ ├── 02.01-numpy-dimension.png │ ├── 02.02-numpy-array-slice.png │ ├── 02.03-numpy-matrix-indexing.png │ ├── 02.04-np_reshape.png │ ├── 02.05-broadcasting.png │ ├── 02.06-numpy-concatenate.png │ ├── 02.07-numpy-Task-dot-explained.png │ ├── 02.07-numpy-Task.png │ ├── 02.08-numpy-Task-vectorization-300x276.png │ ├── 03.01-pd-resample.png │ ├── 03.02-pd-asfreq.png │ ├── 03.03-pd-rollingwindow.png │ ├── 03.04-pd-shift.png │ ├── 03.05-pd-shiftexample.png │ ├── 03.08-split-apply-combine.png │ ├── cat.gif │ ├── cat.jpg │ ├── exercise.png │ ├── exercise2.png │ ├── exercise3.png │ ├── join.png │ ├── numpy-axis.jpg │ ├── numpy-hstack.png │ ├── numpy-vectorization.png │ └── numpy-vstack.png ├── more-exercises │ ├── Classification - Solution.ipynb │ ├── Classification.ipynb │ ├── Clustering - Solution.ipynb │ ├── Clustering.ipynb │ ├── Dimensionality Reduction - Solution.ipynb │ ├── Dimensionality Reduction.ipynb │ ├── Matplotlib - Solution.ipynb │ ├── Matplotlib.ipynb │ ├── Numpy - Solution.ipynb │ ├── Numpy.ipynb │ ├── Pandas - Solution.ipynb │ ├── Pandas.ipynb │ ├── Regression - Solution.ipynb │ └── Regression.ipynb └── task-solution │ ├── Intro to Python.ipynb │ ├── Matplotlib.ipynb │ ├── Numpy.ipynb │ └── Pandas.ipynb └── README.md /.gitignore: -------------------------------------------------------------------------------- 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