Launch kNN regression Jupyter notebook:
Launch kNN classification Jupyter notebook:
Launch linear regression (on 1d input) Jupyter notebook:
Launch linear regression (on 2d input) Jupyter notebook:
Launch Bivariate Gaussian density Jupyter notebook:
Launch Training error example:
Launch Generalization error approximation example with validation set approach:
Launch Generalization error approximation example with different methods for synthetic data:
Launch Generalization error approximation example with different methods for cancer data:
Launch Demonstration of Bias - Variance tradeoff:
Launch Comparison between linear and non-linear classification:
Launch Comparison between linear and quadratic discriminant analysis:
Launch demo of kMeans clustering:
Launch demo for regression using quadratic polynomial basis expansion (1D):
Launch demo for regression using quadratic polynomial basis expansion (2D):
Launch demo for regression using kernel model:
Launch demo for Gradient Decent methods applied in linear regression:
Launch Neural Network regression demo in Keras:
Launch Neural Network weight initialization demo in Keras:
Launch Neural Network batch normalization demo in Keras:
Launch Neural Network image classification with MLP and CNN demo in Keras: