1 INTRODUCTION

2 DATA MATRICES AND FACTORIZATIONS

3 CHANGING THE DATA REPRESENTATION

4 RANDOMIZATION

5 FUNCTIONS OF MATRICES

6 HIGH-DIMENSIONAL PROBLEMS

7 NUMERICAL LINEAR ALGEBRA IN DEEP LEARNING

8 CONCLUSION