03 Machine Learning: Workflow Construction and Coding скачать в хорошем качестве

03 Machine Learning: Workflow Construction and Coding

Machine Learning Graduate Course, Professor Michael J. Pyrcz Lecture Summary: A lecture on basic workflow goals design and Python methods for building subsurface machine learning workflows. Follow along with the demonstration workflows in Python: 1. DataFrames from Pandas - https://github.com/GeostatsGuy/Python... 2. ndarray from numpy - https://github.com/GeostatsGuy/Python... Free, Online Course e-book Chapter: Machine Learning Workflow Construction and Coding - https://geostatsguy.github.io/Machine... Theory and well-documented workflows linked to the lectures and interactive Python dashboards. Course Summary: Welcome to Subsurface Machine Learning, a graduate-level course I teach at The University of Texas at Austin. While the course is officially titled “Subsurface Machine Learning” to highlight its focus on applications in subsurface modeling, the material is broadly applicable and designed to equip you with foundational and advanced machine learning skills relevant across diverse fields. The course begins with core concepts in spatial and subsurface modeling, grounded in geoscience and engineering principles, and builds a solid foundation in probability, statistics, and feature engineering and selection. From there, we explore inferential and predictive machine learning techniques, advancing all the way through to cutting-edge deep learning methods. Throughout the course, I strive to make complex topics accessible, providing a clear pathway to mastering machine learning for real-world challenges and empowering you to confidently navigate and harness the power of the ongoing digital revolution. Course Resources: Course e-book: https://geostatsguy.github.io/Machine... Course YouTube Playlist:    • Machine Learning   My Shared Educational Content: YouTube:    / geostatsguylectures   GitHub: https://github.com/GeostatsGuy Twitter: https://x.com/GeostatsGuy I share all of my university educational content to support students and working professionals interested to learn data analytics, geostatistics, and machine learning. More About the Author: https://michaelpyrcz.com Find out more about my graduate students, my research consortium, etc. I am happy to discuss research collaboration and short courses. I hope that you find my educational course content helpful on your data science journey, Professor Michael J. Pyrcz Cockrell School of Engineering Jackson School of Geosciences The University of Texas at Austin #dataanalytics #datascience #geostatistics #machinelearning