getspams/spams-python
Python interface for SPAMS (SPArse Modeling Software)
This software helps researchers and data scientists analyze complex datasets by breaking them down into simpler, more meaningful components. You provide your raw data, and it outputs a set of underlying 'dictionary' elements and how they combine to reconstruct your original data. It's used by anyone working with high-dimensional data, such as in image processing, signal analysis, or bioinformatics, who needs to find hidden patterns or reduce data complexity.
No commits in the last 6 months. Available on PyPI.
Use this if you need to find compact representations, extract features, or denoise high-dimensional data using sparse modeling techniques like dictionary learning or sparse PCA.
Not ideal if you are working on Windows, as official support is currently limited, or if you need simple statistical analysis without advanced optimization.
Stars
21
Forks
9
Language
C++
License
GPL-3.0
Category
Last pushed
Oct 24, 2024
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/ml-frameworks/getspams/spams-python"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
scikit-learn-contrib/imbalanced-learn
A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
ZhiningLiu1998/imbalanced-ensemble
🛠️ Class-imbalanced Ensemble Learning Toolbox. | 类别不平衡/长尾机器学习库 [NeurIPS'25]
solegalli/machine-learning-imbalanced-data
Code repository for the online course Machine Learning with Imbalanced Data
ZhiningLiu1998/awesome-imbalanced-learning
😎 Everything about class-imbalanced/long-tail learning: papers, codes, frameworks, and libraries...
artefactory/mgs-grf
MGS-GRF for imbalanced-mixed-tabular data (AISTATS 2026 and ECML-PKDD 2025)