The "SPE AI Machine Learning for Energy Professionals Boot Camp" aims to provide a comprehensive foundation in AI for Energy Professionals, specifically enabling them to effectively tackle common problems in field development and reservoir management using AI and machine learning Python tools.
This immersive one-day course introduces key AI and machine learning concepts, practical data processing workflows, and hands-on coding, emphasizing real-life case studies drawn from field operations to help participants understand how to implement solutions and generate insights
SPE AI and ML Course Material
Google Colab Tutorial for Beginners: https://www.youtube.com/watch?v=RLYoEyIHL6A Learn Python Basics using Google Colab: https://www.youtube.com/watch?v=JmAS7_gWkto AI Python for Beginners from Andrew Ng: https://www.deeplearning.ai/short-courses/ai-python-for-beginners/
- Volve Field Data: https://www.equinor.com/en/what-we-do/digitalisation-in-our-dna/volve-field-data-village-download.html
- FracFocus (chemicals, additives, vols): http://fracfocus.org/
- Alaska O&G Conservation Commission: https://www.commerce.alaska.gov/web/aogcc/Data.aspx
- Texas Railroad Commission: http://www.rrc.state.tx.us/
- Energy Information Agency: https://www.eia.gov/totalenergy/data/browser/
- Department of Energy: https://www.energy.gov/data/open-energy-data
- Data World: https://data.world/datasets/energy
- UK National Data Repository: https://ndr.ogauthority.co.uk/dp/controller/
- Athabasca Oil Sands Well Dataset: https://ags.aer.ca/publication/spe-006
- GSQ GitHub Repository: https://github.com/geological-survey-of-queensland
- Kaggle https://www.kaggle.com/tags/energy
- Production Forecasting: https://www.kaggle.com/c/datascienceatraisa
- Predicting Oil Share Price: https://www.kaggle.com/javierbravo/a-tour-of-the-oil-industry?scriptVersionId=1445335&cellId=1
- Cegal: https://www.youtube.com/user/bluebackreservoir; https://github.com/cegaldev
- Orkahub Energy: https://www.youtube.com/channel/UCPdJnvwDFA_7pDeE0H_jr4A; https://github.com/orkahub
- Yohanes Nuwara: https://github.com/yohanesnuwara;
- Awesome Reservoir Engineering; https://github.com/mralbu/awesome-reservoir-engineering
- APMonitor: http://apmonitor.com/ ;https://github.com/APMonitor
- Petroleum From Scratch: https://www.youtube.com/channel/UC_lT10npISN5V32HDLAklsw
Stanford University - Machine Learning: https://www.coursera.org/learn/machine-learning Python for Data Science and AI: https://www.coursera.org/learn/python-for-applied-data-science-ai Imperial College - MSc of Machine Learning: https://www.coursera.org/degrees/msc-machine-learning-imperial Applied Data Science with Python: https://www.coursera.org/specializations/data-science-python The R Programming Environment: https://www.coursera.org/learn/r-programming-environment Statistics and Machine Learning: https://www.coursera.org/specializations/data-science-statistics-machine-learning Data science courses on edX: https://www.edx.org/course/subject/data-science Data science courses on Udemy: https://www.udemy.com/topic/data-science/ Data Science On DataCamp: https://www.datacamp.com/ The School Of Data Science in Udacity: https://www.udacity.com/school-of-data-science Data Science in KDnuggets: https://www.kdnuggets.com/ The Open Source Data Science Masters: http://datasciencemasters.org/