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)
Compressive sensing: tomography reconstruction with L1 prior (Lasso)
Faces recognition example using eigenfaces and SVMs
Faces recognition example using eigenfaces and SVMs
Image denoising using kernel PCA
Image denoising using kernel PCA
Lagged features for time series forecasting
Lagged features for time series forecasting
Model Complexity Influence
Out-of-core classification of text documents
Out-of-core classification of text documents
Outlier detection on a real data set
Outlier detection on a real data set
Prediction Latency
Species distribution modeling
Time-related feature engineering
Time-related feature engineering
Topic extraction with Non-negative Matrix Factorization and Latent Dirichlet Allocation
Topic extraction with Non-negative Matrix Factorization and Latent Dirichlet Allocation
Visualizing the stock market structure
Visualizing the stock market structure
Wikipedia principal eigenvector
Wikipedia principal eigenvector