ML_LCVR-CP2P2024

Repository for machine learning based control of Meadowlark LCVRs

Explanation of Physics/Why This is Useful:

https://github.com/ubsuny/ML_LCVR-CP2P2024/blob/main/Documentation/polarization-control.md

Python Library that Simplifies Device Control and Data Collection

https://github.com/ubsuny/ML_LCVR-CP2P2024/blob/main/lcvr_learning.py

Jupyter Notebook Demonstrating Usage of lcvr_learning.py

https://github.com/ubsuny/ML_LCVR-CP2P2024/blob/main/data_collection.ipynb

Notebooks Sketching out Model Fitting and Adaptations

https://github.com/ubsuny/ML_LCVR-CP2P2024/blob/main/svm_regression_test.ipynb https://github.com/ubsuny/ML_LCVR-CP2P2024/blob/main/model_fitting.ipynb

HTML for Web Interface

https://github.com/ubsuny/ML_LCVR-CP2P2024/blob/main/index.html