topological-machine-learning

There are 4 repositories under topological-machine-learning topic.

giotto-ai / giotto-tda
A high-performance topological machine learning toolbox in Python
topological-machine-learning topological-data-analysis machine-learning scikit-learn tda mapper topology computational-topology
Language:Python 833
aidos-lab / pytorch-topological
A topological machine learning framework based on PyTorch
deep-learning pytorch topological-data-analysis topological-machine-learning
Language:Python 144
aidos-lab / TARDIS
TARDIS: Topological Algorithms for Robust DIscovery of Singularities
anomaly-detection topological-data-analysis topological-machine-learning singularity-detection icml-2023
Language:Python 39
marrlab / SHAPR_torch
SHAPR: Code for "Capturing Shape Information with Multi-Scale Topological Loss Terms for 3D Reconstruction"
cubical-complexes deep-learning image-reconstruction persistent-homology pytorch segmentation topological-data-analysis topological-machine-learning
Language:Python 35
aidos-lab / dect-evaluation
Differentiable Euler Characteristic Transform
iclr2024 topological-data-analysis topological-deep-learning topological-machine-learning
Language:Python 17
aidos-lab / curvature-filtrations
Curvature Filtrations for Graph Generative Model Evaluation
curvature graph-generative-model neurips-2023 topological-data-analysis topological-machine-learning
Language:Python 6
lucasimi / tda-mapper-python
A simple and efficient Python implementation of Mapper algorithm for Topological Data Analysis
mapper-algorithm topological-data-analysis mapper tda topological-machine-learning topology topology-visualization
Language:Python 5
aidos-lab / dect
Differentiable Euler Characteristic Transform
euler-characteristic iclr2024 topological-data-analysis topological-deep-learning topological-machine-learning euler-characteristic-transform
Language:Jupyter Notebook 1
aidos-lab / SHAPR_torch
SHAPR: Code for "Capturing Shape Information with Multi-Scale Topological Loss Terms for 3D Reconstruction"
persistent-homology topological-data-analysis topological-machine-learning cubical-complexes
Language:Python 0
aidos-lab / py-oineus
Python bindings for `oineus`
persistent-homology python-bindings topological-data-analysis topological-deep-learning topological-machine-learning oineus
Language:Python