Teaching & Mentorship
Fostering the next generation of geoscientists at the intersection of Earth science, data, and artificial intelligence.
My Teaching Philosophy
My goal is to equip students with the skills and forward-thinking mindset needed to lead the transformation in modern geophysics. I foster a collaborative environment where we can tackle complex challenges and push the boundaries of what's possible.
AI & Geophysics Integration
Fusing foundational geophysics with cutting-edge AI to transform data into actionable insights.
Practical, Hands-On Skills
Emphasizing real-world problem-solving and open-source tool development to prepare students for industry and academia.
Fostering Innovation
Encouraging interdisciplinary thinking and creative solutions for the next generation of geoscience challenges.
Course Offerings
AI for Geophysical Exploration
Graduate LevelThis course covers the practical application of machine learning to enhance geophysical data analysis and interpretation. We move from foundational signal processing to advanced deep learning for electromagnetic (EM) methods.
Key Topics Include:
- Signal Processing for Geophysical Data
- Predictive Modeling for Resource Exploration
- Deep Learning for EM Inversion
Advanced Forecasting with Transformers
Advanced SeminarFocused on the cutting edge of time-series analysis, this course explores the architecture and application of Transformer models. We cover the complete workflow, from building models like TFT/XTFT to rigorously evaluating their performance and uncertainty.
Key Topics Include:
- Temporal Fusion Transformer (TFT/XTFT)
- Multi-Horizon Forecasting Techniques
- Uncertainty Quantification & Visual Diagnostics
Student Research & Mentorship
Beyond the curriculum, I am dedicated to mentoring undergraduate and master’s students on their research projects. My approach is to guide them in developing innovative solutions that address real-world geophysical problems.
"I encourage interdisciplinary thinking, integrating concepts from big data, IoT, and data science to push the boundaries of what's possible in the Earth sciences."
