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University of California, Davis
- in/opbradley
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FiniteSizeScaling.jl
FiniteSizeScaling.jl PublicFiniteSizeScaling.jl: A Julia data analysis package for finding optimized values of phase transition parameters and critical exponents.
Julia 2
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kitaev_clusters
kitaev_clusters Publickitaev_clusters: Python package for Exact Diagonalization of the Kitaev honeycomb model. Efficient construction and diagonalization of extremely large sparse matrix Hamiltonians.
Python 1
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Kaggle-Cassava-Leaf-Classification
Kaggle-Cassava-Leaf-Classification PublicKaggle competition: classifying Cassava leaf diseases from crowdsourced photographs. Finetuned ResNet-152 model implemented in PyTorch, with image augmentations performed using Albumentations library.
Jupyter Notebook 1
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Kaggle-Forest-Cover-Prediction
Kaggle-Forest-Cover-Prediction PublicKaggle competition: predicting forest cover type with multiclass classification algorithms. Logistic Regression, SVC, KNN, Decision Tree, Random Forest, XGBoost, AdaBoost, LightGBM, & Extra Trees.
Jupyter Notebook 1
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PyTorch-Classification
PyTorch-Classification PublicImplementing neural networks in PyTorch: Smile detection in the CelebA photo dataset with CNN, and recognizing digits from MNIST dataset.
Jupyter Notebook 1
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Confusion-Scheme-Learning
Confusion-Scheme-Learning PublicDetecting phase transitions from Quantum Monte Carlo datasets using the "learning by confusion" (LbC) technique. Training CNNs in PyTorch to classify phases of matter in an electron-phonon model.
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