Geophysics for Data Scientists

At the end of the course participants will have a clear idea of what goes on in Geophysics and how Artificial Intelligence will impact the future of Geosciences. Interactive quizzes using “Mentimeter” are used to enhance the learning.

Day 1

1. Program, Biography, Teams

2. Moodle, Geophysical Methods

3. Seismic Data

4. Non-Seismic Data

5. Ex Shot raypaths

6. Gravity

7. Magnetics

8. Ex Sampling and Aliasing

9. Ex Field Record

10. Quiz 1

11. Team A preparation

Day 2

1. Team A: Summary Day 1

2. Seismic Acquisition

3. Ex Gravity & Magnetics

4. Wave propagation

5. Ex Reflection & Transmissio

6. Seismic Processing

7. Stacking & Migration

8. Ex Correlation & Convolution

9. Ex Diffraction

10. Quiz 2

11. Team B preparation

Day 3

1. Team B: Summary Day 2

2. Ex Migration diffraction curves

3. Quantitative Interpretation

4. Ex Migration wavefronts,

5. AVO/AVA

6. Ex Time-Depth-Conversion: Stretch

7. Ex Amplitudes

8. Ex Time-Depth-Conversion: Raytracing

9. Ex Direct Hydrocarbon Indicators

10. Quiz 3

11. Team C preparation

Day 4

1. Team C: Summary Day

2. Machine Learning for Geophysics

3. Ex Lith Classification

4. Clustering

5. Ex Facies Clustering

6. DL 4D Brazil

7. Ex Facies-Merged_Reload_Test-Well_Classification

8. Deep Learning for Geophysics

9. Ex Oil Saturation Regression

10. Quiz 4

11. Team D preparation

Day 5

1. Team D: Summary Day 4

2. You ain’t seen nothing yet

3. Ex Salt-Segmentation-CNN

4. Semi-supervised Learning in Geophysics

5. Ex Salt-Segmentation-U-net

6. Inversion versus AI

7. VOI-Geothermal & CO2 Sequestration

8. Ex AI Inversion

9. Quiz 5

10. ChatGPT: questions you never dared to ask!