CEE 696: Deep Learning in Civil and Environmental Engineering and Earth Science

Spring Semester 2023

References

Linear Algebra in ML

A friendly introduction to linear algebra for ML (Tensorflow ML Tech Talks)

Learning/Optimization

3B1B - Gradient descent, how neural networks learn

Probability

Randomness by Persi Diaconis

Information Entropy

Quantiative Measure of Entropy by Khan Academy

Solving Wordle using information theory by 3B1B