Online Machine Learning course from Caltech that in parallel with my machine learning lecture from my school, I completed this course and done some homeworks.
- Course website: https://work.caltech.edu/telecourse.html
- Lectures/slides: https://work.caltech.edu/lectures.html
- Homeworks: https://work.caltech.edu/homeworks.html#schedule
- Perceptron Learning Algorithm
- Linear Regression
- Nonlinear Regression
- Generalization Error
- Gradient Descent
- Logistic Regression
- Neural Networks
- Regularization with weight decay
- Polynomial Kernels
- Cross Validation
- RBF Kernel