Mathematics of Big Data and Machine Learning, IAP 2020

Mathematics of Big Data and Machine Learning, IAP 2020

MIT open courseware via YouTube Direct link

1. Artificial Intelligence and Machine Learning

1 of 20

1 of 20

1. Artificial Intelligence and Machine Learning

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Mathematics of Big Data and Machine Learning, IAP 2020

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  1. 1 1. Artificial Intelligence and Machine Learning
  2. 2 2. Cyber Network Data Processing; AI Data Architecture
  3. 3 Lecture: Mathematics of Big Data and Machine Learning
  4. 4 0. Introduction
  5. 5 0. Examples Demonstration
  6. 6 1. Using Associative Arrays
  7. 7 1. Examples Demonstration
  8. 8 2. Group Theory
  9. 9 2. Examples Demonstration
  10. 10 3. Entity Analysis in Unstructured Data
  11. 11 3. Examples Demonstration
  12. 12 4. Analysis of Structured Data
  13. 13 4. Examples Demonstration
  14. 14 5. Perfect Power Law Graphs -- Generation, Sampling, Construction, and Fitting
  15. 15 5. Examples Demonstration
  16. 16 6. Bio Sequence Cross Correlation
  17. 17 6. Examples Demonstration
  18. 18 Demonstration 7
  19. 19 7. Kronecker Graphs, Data Generation, and Performance
  20. 20 7. Examples Demonstration

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