Examples based on real world datasets

Applications to real world problems with some medium sized datasets or interactive user interface.

Compressive sensing: tomography reconstruction with L1 prior (Lasso)

Faces recognition example using eigenfaces and SVMs

Image denoising using kernel PCA

Lagged features for time series forecasting

Model Complexity Influence

Out-of-core classification of text documents

Outlier detection on a real data set

Prediction Latency

Species distribution modeling

Time-related feature engineering

Topic extraction with Non-negative Matrix Factorization and Latent Dirichlet Allocation

Visualizing the stock market structure

Wikipedia principal eigenvector