Welcome to "Applications of AI in Energy Systems"! This learning page explores how artificial intelligence is revolutionizing the energy sector. Dive into traditional page content explaining core concepts, experiment with interactive code snippets to apply AI algorithms, and explore in-browser presentations for deeper dives. Engaging videos demonstrate real-world applications, while curated articles provide further reading on cutting-edge research. Whether you're a student, researcher, or industry professional, this page offers a comprehensive learning experience on the exciting intersection of AI and energy.
Introduction and Overview
To facilitate the learning process, you should utilize one or more of the following computing resource approaches.
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Coding Environment with JupyterLite (Browser) - JupyterLite Website
Fundamentals
Math Preliminaries and Data Analytics
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Fundamentals
Machine Learning Techniques: Clustering, Classification, Regression
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Improving ML Models: Transformations, Improved Learning, Incorporating Natural Language
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Lesson Supplement: Improving Models using PCA
Artificial Neural Networks (ANN)
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Lesson: Introduction to Deep Learning