imbalanced-data

Open-source projects categorized as imbalanced-data
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Language: + Jupyter Notebook + Python
Topics: imbalanced-learning oversampling imbalance long-tail Deep Learning
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Top 5 imbalanced-data Open-Source Projects

  • imbalanced-regression

    [ICML 2021, Long Talk] Delving into Deep Imbalanced Regression

  • smote_variants

    A collection of 85 minority oversampling techniques (SMOTE) for imbalanced learning with multi-class oversampling and model selection features

    • Project mention: HIGHLY unbalanced dataset (>600:1 negative:positive examples), how do I deal with this? | /r/learnmachinelearning | 2023-06-06

    You can try data augmentation approaches (e.g., smote-variants) or synthetic data generation (e.g., ydata-synthetic). Based on the ratio, I would also try learning the characteristics of you majority class and then generate a smaller sample for it (undersampling).

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • multi-domain-imbalance

    [ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond

  • xrays-and-gradcam

    Classification and Gradient-based Localization of Chest Radiographs using PyTorch.

  • radius-constrained-kmeans

    Codes for "No More Than 6FT Apart: Robust K-Means via Radius Upper Bounds", ICASSP 2022

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

imbalanced-data related posts

  • [R] Strategies and Tactics for Regression on Imbalanced Data

    1 project | /r/MachineLearning | 22 May 2021

Index

What are some of the best open-source imbalanced-data projects? This list will help you:

Project Stars
1 imbalanced-regression 757
2 smote_variants 596
3 multi-domain-imbalance 117
4 xrays-and-gradcam 44
5 radius-constrained-kmeans 2

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