Week 1: Intro to ML and visualization, python, and R primer.
Week 2: More on ML and visualization, data science ethics, more python, and topics on computer engineering.
Week 3: Earth science, subsurface data, critical minerals, seismic data, data driven approaches for earth science, and data science to energy transition examples.
Week 4: Understanding policy analysis, economics and politics in the energy transition, causal inference, and understanding survey data.
Week 5: Fundamentals of statistics for data science, concept of dependence in spatial data, intro to Kriging.
Two day seminar series of industry partners (last two days of week 5):
Dr. He Zhang, Jeremy Xia & Cheng Zhang
Dr. He Zhang (Sr. Vice President, Ryder Scott Co. LP), Jeremy Xia (Sr. Petroleum Engineer, Ryder Scott Co. LP), Cheng Zhang (Vice President, OGRE Systems)
Dr. Satyam Priyadarshy (Managing Director/Technology Fellow/Chief Data Scientist, Halliburton)
Eric Kohlenberg (Manager of ETRM Applications, Cheniere Energy, Inc.)
Diego Molinari (Sr. Reservoir Engineer, RockCliff Energy)
Dr. Pandu Devarakota (Principal Science Expert, Shell)
