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Christopher Bryant's Projects

arxiv-structure icon arxiv-structure

Can we easily reveal some underlying structure in the relationships between academic paper abstracts using a combination of Truncated SVD and t-SNE?

backpropagation icon backpropagation

My derivation of the backpropagation algorithm used in deep neural networks.

electricity-analysis icon electricity-analysis

A brief graphical analysis of our household power consumption, as measured by Southern California Edison.

euler-spiral icon euler-spiral

A peculiar curve emerges when we consider a seemingly simple physical situation.

hyperopt icon hyperopt

Distributed Asynchronous Hyperparameter Optimization in Python

imbalanced-data-classification icon imbalanced-data-classification

Developing techniques to approach classification of imbalanced datasets, especially in the case of small datasets and datasets where labels have been disproportionately lost due to class-specific difficulties in identifying ground truth.

optuna icon optuna

A hyperparameter optimization framework

s3-go icon s3-go

Enter an S3 path. Go to the S3 URL. https://chrismbryant.github.io/s3-go

tensorflow icon tensorflow

Computation using data flow graphs for scalable machine learning

twitter-eclipse-tracker icon twitter-eclipse-tracker

Twitter data, when analyzed with Python and visualized with JavaScript, reveals the path and progression of "The Great American Eclipse" of 2017.

umap icon umap

Uniform Manifold Approximation and Projection

webdataset icon webdataset

A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.

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