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Mathematics of Big Data and Machine Learning (M-I-T)

(20 Lectures Available)

S# Lecture Course Institute Instructor Discipline
1
  • 0. Examples Demonstration (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
2
  • 0. Introduction (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
3
  • 1. Artificial Intelligence and Machine Learning (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
4
  • 1. Examples Demonstration (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
5
  • 1. Using Associative Arrays (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
6
  • 2. Cyber Network Data Processing; AI Data Architecture (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
7
  • 2. Examples Demonstration (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
8
  • 2. Group Theory (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
9
  • 3. Entity Analysis in Unstructured Data (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
10
  • 3. Examples Demonstration (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
11
  • 4. Analysis of Structured Data (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
12
  • 4. Examples Demonstration (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
13
  • 5. Examples Demonstration (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
14
  • 5. Perfect Power Law Graphs -- Generation, Sampling, Construction, and Fitting (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
15
  • 6. Bio Sequence Cross Correlation (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
16
  • 6. Examples Demonstration (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
17
  • 7. Examples Demonstration (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
18
  • 7. Kronecker Graphs, Data Generation, and Performance (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
19
  • Demonstration 7 (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences
20
  • Lecture: Mathematics of Big Data and Machine Learning (M-I-T)
Mathematics of Big Data and Machine Learning (M-I-T) MIT Prof. Dr. Jeremy Kepner, Prof. Dr. Vijay Gadepally Basic and Health Sciences