Big Data Is Low Rank - Madeleine Udell, Cornell University

Big Data Is Low Rank - Madeleine Udell, Cornell University

Alan Turing Institute via YouTube Direct link

Impute missing data

6 of 17

6 of 17

Impute missing data

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Big Data Is Low Rank - Madeleine Udell, Cornell University

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  1. 1 Intro
  2. 2 Data table: politics
  3. 3 Principal components analysis
  4. 4 Generalized low rank model
  5. 5 Fitting GLRMs with alternating minimization
  6. 6 Impute missing data
  7. 7 Impute heterogeneous data
  8. 8 Example: Julia implementation
  9. 9 Validate model
  10. 10 Hospitalizations are low rank
  11. 11 Low rank models for dimensionality reduction
  12. 12 Low rank autoML
  13. 13 Low rank fit correctly identifies best algorithm type
  14. 14 Experiment design for timely model selection
  15. 15 Latent variable models examples
  16. 16 Approximate low rank
  17. 17 Rank of nice latent variable models?

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