The Modern Algorithmic Toolbox

Table of Contents

The Modern Algorithmic Toolbox

  1. introduction-consistent-hashing
  2. property-preserving-lossy-compression
  3. similarity-search
  4. curse-of-dimensionality
  5. generalization
  6. regularization
  7. understanding-principal-component-analysis
  8. how-pca-works
  9. low-rank-matrix-approximations
  10. tensor-methods
  11. graphs-as-matrices-and-the-laplacian-of-a-graph
  12. spectral-techniques
  13. reservoir-sampling
  14. markov-chains
  15. fourier-methods
  16. fourier-methods
  17. compressive-sensing
  18. linear-and-convex-programming