giotto-ai/giotto-deep
Deep learning made topological.
This is a library designed for deep learning researchers and practitioners who want to integrate topological data analysis (TDA) into their deep learning models. It takes in raw data for deep learning tasks and allows researchers to easily build and evaluate models that incorporate TDA insights, outputting trained models and performance visualizations. Its primary users are deep learning researchers focused on developing novel models and architectures.
No commits in the last 6 months. Available on PyPI.
Use this if you are a deep learning researcher looking to invent new models and layers by seamlessly combining topological data analysis with PyTorch-based deep learning.
Not ideal if you are a data scientist primarily focused on applying existing, off-the-shelf deep learning models without needing to delve into topological data analysis or model architecture innovation.
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92
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Language
Python
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Last pushed
Jul 25, 2024
Commits (30d)
0
Dependencies
43
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