| 1 |
Thu, 09/04 |
Introduction and Getting Started (GitHub and VSCode) |
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| 2 |
Tue, 09/09 |
Python Crash Course 1 |
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| 2 |
Thu, 09/11 |
Python Crash Course 2 |
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| 3 |
Tue, 09/16 |
Data Science Basics with Numpy, Pandas, and Matplotlib |
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| 3 |
Thu, 09/18 |
Machine Learning Basics 1 |
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| 4 |
Tue, 09/23 |
Machine Learning Basics 2 |
HW1 |
| 4 |
Thu, 09/25 |
Crystallography Crash Course and Pymatgen |
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| 5 |
Tue, 09/30 |
Object-Oriented Programming Illustrated with Pymatgen |
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| 5 |
Thu, 10/02 |
Data-Types and Databases in Materials Science |
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| 6 |
Tue, 10/07 |
Featurization of Materials |
HW2 |
| 6 |
Thu, 10/09 |
Demonstration of Full ML Pipeline with a Materials Science Database |
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| 7 |
Tue, 10/14 |
Project Discussions |
HW3 |
| 7 |
Thu, 10/16 |
Computational Materials Properties 1 |
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| 8 |
Tue, 10/21 |
Computational Materials Properties 2 |
HW4 |
| 8 |
Thu, 10/23 |
Deep Learning |
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| 9 |
Tue, 10/28 |
Machine Learning Interatomic Potentials (MLIPs) |
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| 9 |
Thu, 10/30 |
Large-Language Models (LLMs) in Materials Science (Dr. Emad Rezaei) |
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| 10 |
Tue, 11/04 |
Student Paper Presentations |
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| 10 |
Thu, 11/06 |
Student Paper Presentations |
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| 11 |
Tue, 11/11 |
Veteran’s Day (no class) |
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| 11 |
Thu, 11/13 |
Prof. Peter Traveling (no class) |
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| 12 |
Tue, 11/18 |
Leveraging Symmetry for Learning in Physical Systems (Prof. Robin Walters) |
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| 12 |
Thu, 11/20 |
LLMs for Text Classification (Dr. Emad Rezaei) |
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| 13 |
Tue, 11/25 |
ML for High Entropy Alloys (Prof. James Chapman) |
HW5 |
| 13 |
Thu, 11/27 |
Thanksgiving recess (no class) |
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| 14 |
Tue, 12/02 |
Final project presentations (in-class) |
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| 14 |
Thu, 12/04 |
Final project presentations (in-class) |
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| 15 |
Tue, 12/09 |
Final project presentations (in-class) |
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