Classes Collation

Feiyue Xia(夏飞月)

Last updated on Aug 20, 2023 1 min read Classes summary

Overview

In order to facilitate future review and further study, I organize learning resources from classes I have taken. Learning resources include books of different subjects, class notes and professors’ Youtube videos and git hub.

Outline of Classes

1. Advanced Petrophysics

2. Advcanced Geomechanics

3. Subsurface Machine Learning

4. Acoustics II

5. Geothermal Energy Engineering

1. Advanced Petrophysics

1. Books
OneDrive Link

2. Summary Notes
My Notes

3. Equation Summary
Equations in Drilling and Production, Petrophysics, Reservoir Engineering and Thermo Fluids)

2. Advanced Geomechanics

1. Lecture Videos
Prof. Espinoza’s YouTube Channel

2. Lecture Notes
Notes from Prof. Espinoza Git Hub

3. Books
OneDrive Link

4. Projects
Project Content

My Project Codes

3. Subsurface Machine Learning

1. Lecture Videos
Prof. Pyrcz’s YouTube Channel

2. Ever Green Resources for ML
Prof. Pyrcz’s Git Hub

3. Books
OneDrive Link

4. My Final Project
Non-linear Dimensionality Reduction Visualization and Comparisons: Kernel PCA, ISOMAP, T-SNE and UMAP (Notebook in Python)

4. Acoustic II

1. Lecture Notes
OneDrive Link

2. Boooks
Fundamentals of Physical Acoustics

5. Geothermal Energy Engineering

1. Final Project Slides
OneDrive Link

Classes summary