├── .gitignore ├── Homeworks ├── Homework-01.ipynb ├── Homework-02.ipynb ├── Homework-03.ipynb ├── Homework-05.ipynb ├── Homework-06.ipynb ├── Homework-07.ipynb ├── Homework-08.ipynb ├── hw1-pb2a.png ├── hw1-pb2b.png ├── hw1-pb2c.png ├── hw1-pb3a.png ├── hw1-pb3b.png ├── hw1-pb3c.png ├── mat1.png ├── mat2.png ├── mat3.png ├── mat4.png ├── mat5.png ├── mat6.png ├── mat7.png ├── math10.py └── monte_carlo.png ├── LICENSE ├── Labs ├── Lab-01-assignment.ipynb ├── Lab-01-practice.ipynb ├── Lab-02-assignment.ipynb ├── Lab-02-practice.ipynb ├── Lab-03-assignment.ipynb ├── Lab-03-practice.ipynb ├── Lab-04-practice.ipynb ├── Lab-05-assignment.ipynb ├── Lab-05-practice.ipynb ├── Lab-06-assignment.ipynb ├── Lab-06-practice.ipynb ├── Lab-07-assignment.ipynb ├── Lab-07-practice.ipynb ├── Lab-08-assignment.ipynb ├── Lab-08-practice.ipynb ├── Lab-09-assignment.ipynb └── Lab-10-practice.ipynb ├── Lectures ├── Lecture-01-introduction.ipynb ├── Lecture-02-Variables-and-Functions.ipynb ├── Lecture-03-Numpy.ipynb ├── Lecture-04-Loops-vs-Vectorization.ipynb ├── Lecture-05-Matplotlib.ipynb ├── Lecture-06-Linear-Algebra.ipynb ├── Lecture-07-Histogram.ipynb ├── Lecture-08-Randomness.ipynb ├── Lecture-09-Statistics.ipynb ├── Lecture-10-Random-Walks.ipynb ├── Lecture-11-Class.ipynb ├── Lecture-12-Gradient-Descent.ipynb ├── Lecture-13-Linear-Regression.ipynb ├── Lecture-14-Linear-Regression-II.ipynb ├── Lecture-15-Overfitting.ipynb ├── Lecture-16-Classification-I.ipynb ├── Lecture-17-Classification-II-Binary.ipynb ├── Lecture-18-Classification-III-Multiclass.ipynb ├── Lecture-19-Stochastic-Gradient-Descent.ipynb ├── Lecture-20-K-Nearest-Neighbor.ipynb ├── Lecture-21-Principal-Component-Analysis.ipynb ├── Lecture-22-Neural-Network-I.ipynb ├── Lecture-23-Neural-Network-II.ipynb ├── Lecture-24-Advanced-Tricks.ipynb ├── math10.py ├── neural_net.png ├── neural_net_3l.png ├── neuron-1.png └── weights.npz ├── Project └── math10-sp19-finalproj-yourteam.ipynb └── README.md /.gitignore: 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