MIT RES.LL-005 Mathematics of Big Data and Machine Learning, IAP 2020 (English)

   Wednesday, December 04, 2024   

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Lecture 1: 1. Artificial Intelligence and Machine Learning

Lecture 2: 2. Cyber Network Data Processing; AI Data Architecture

Lecture 3: Lecture: Mathematics of Big Data and Machine Learning

Lecture 4: 0. Introduction

Lecture 5: 0. Examples Demonstration

Lecture 6: 1. Using Associative Arrays

Lecture 7: 1. Examples Demonstration

Lecture 8: 2. Group Theory

Lecture 9: 2. Examples Demonstration

Lecture 10: 3. Entity Analysis in Unstructured Data

Lecture 11: 3. Examples Demonstration

Lecture 12: 4. Analysis of Structured Data

Lecture 13: 4. Examples Demonstration

Lecture 14: 5. Perfect Power Law Graphs -- Generation, Sampling, Construction, and Fitting

Lecture 15: 5. Examples Demonstration

Lecture 16: 6. Bio Sequence Cross Correlation

Lecture 17: 6. Examples Demonstration

Lecture 18: Demonstration 7

Lecture 19: 7. Kronecker Graphs, Data Generation, and Performance

Lecture 20: 7. Examples Demonstration