imbalanced-classification

There are 9 repositories under imbalanced-classification topic.

awesome-imbalanced-learning
ZhiningLiu1998 / awesome-imbalanced-learning
😎 Everything about class-imbalanced/long-tail learning: papers, codes, frameworks, and libraries | 有关类别不平衡/长尾学习的一切：论文、代码、框架与库
awesome awesome-list class-imbalance deep-learning ensemble-learning fair-ml fairness-ml imbalanced-classes imbalanced-classification imbalanced-data imbalanced-learning machine-learning skewed-data
1285
YyzHarry / imbalanced-regression
[ICML 2021, Long Talk] Delving into Deep Imbalanced Regression
imbalanced-data imbalanced-learning imbalanced-classification imbalance regression long-tail imbalanced-regression icml icml-2021 computer-vision natural-language-processing healthcare
Language:Python 775
YyzHarry / imbalanced-semi-self
[NeurIPS 2020] Semi-Supervision (Unlabeled Data) & Self-Supervision Improve Class-Imbalanced / Long-Tailed Learning
imbalanced-learning imbalanced-classification semi-supervised-learning unlabeled-data self-supervised-learning long-tail long-tailed-recognition class-imbalance neurips neurips-2020 imbalanced-data
Language:Python 734
imbalanced-ensemble
ZhiningLiu1998 / imbalanced-ensemble
🛠️ Class-imbalanced Ensemble Learning Toolbox. | 类别不平衡/长尾机器学习库
machine-learning class-imbalance imbalanced-learning imbalanced-classification imbalanced-data ensemble-learning ensemble-model multi-class-classification long-tail classification scikit-learn python3 ensemble-imbalanced-learning sklearn python data-science data-mining ensemble
Language:Python 289
machine-learning-imbalanced-data
solegalli / machine-learning-imbalanced-data
Code repository for the online course Machine Learning with Imbalanced Data
machine-learning data-science python imbalanced-data imbalanced-classification imbalanced-learning
Language:Jupyter Notebook 154
jiawei-ren / BalancedMetaSoftmax-Classification
[NeurIPS 2020] Balanced Meta-Softmax for Long-Tailed Visual Recognition
imbalanced-classification imbalanced-learning
Language:Python 131
YyzHarry / multi-domain-imbalance
[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond
domain-adaptation domain-generalization eccv eccv-2022 imbalance imbalanced-classification imbalanced-data imbalanced-learning long-tail long-tailed-recognition multi-domain multi-domain-learning deep-learning ood ood-generalization
Language:Python 121
Albertsr / Class-Imbalance
Cost-Sensitive Learning / ReSampling / Weighting / Thresholding / BorderlineSMOTE / AdaCost / etc.
cost-sensitive-learning unbalanced-data sampling-weighting imbalanced-learning data-augmentation imbalanced-classification imbalanced-data class-imbalance machine-learning
Language:Python 101
TACJu / Bi-Sampling
This is the official PyTorch implementation of the paper "Rethinking Re-Sampling in Imbalanced Semi-Supervised Learning" (Ju He, Adam Kortylewski, Shaokang Yang, Shuai Liu, Cheng Yang, Changhu Wang, Alan Yuille).
imbalanced-classification semi-supervised-learning
Language:Python 28
mahsa91 / RA-GCN-MedIA2022
Implementation code of RA-GCN: Graph Convolutional Network for Disease Prediction Problems with Imbalanced Data accepted by Medical Image Analysis Journal (MedIA 2022)
deep-learning disease-prediction gcn graph-convolutional-networks graph-neural-networks imbalanced-classification imbalanced-data medical-application pytorch ra-gcn
Language:Python 18
avikumart / Road-Traffic-Severity-Classification-Project
This is a multiclass classification project to classify severity of road accidents into three categories. this project is based on real-world data and dataset is also highly imbalanced.
classification data-mining data-science imbalanced-classification machine-learning
Language:Jupyter Notebook 17
B-Xi / TCSVT_2022_DGSSC
DGSSC: A Deep Generative Spectral-Spatial Classifier for Imbalanced Hyperspectral Imagery, TCSVT, 2022
hyperspectral-image-classification imbalanced-classification variational-autoencoder
Language:Python 17
LirongWu / GraphMixup
Code for ECML-PKDD 2022 paper "GraphMixup: Improving Class-Imbalanced Node Classification by Reinforcement Mixup and Self-supervised Context Prediction"
graph-algorithms graph-self-supervised-learning imbalanced-classification imbalanced-data reinforcement-learning
Language:Python 17
miriamspsantos / open-source-imbalance-overlap
A collection of Open Source Contributions in Learning from Imbalanced and Overlapped Data
imbalanced-data imbalanced-learning imbalanced-classification class-overlap supervised-learning machine-learning open-source reproducible-science resources datasets reproducible-paper reproducible-research
12
jyansir / Text2Tree
(EMNLP 2023 Findings) Text2Tree: Aligning Text Representation to the Label Tree Hierarchy for Imbalanced Medical Classification.
icd-coding imbalanced-classification text-representation
Language:Python 11
ihaeyong / Maximum-Margin-LDAM
Learning Imbalanced Datasets With Maximum Margin Losss
imbalanced-classification imbalanced-learning long-tailed-recognition pytorch maximum-margin-learning
Language:Jupyter Notebook 10
HwaiTengTeoh / Flight-Delays-Prediction-Using-Machine-Learning-Approach
Flight delays prediction and analysis: Machine Learning Approach
classification flight-delay-prediction imbalanced-classification machine-learning python weka
Language:Jupyter Notebook 9
multilabel-oversampling
phiyodr / multilabel-oversampling
Many algorithms for imbalanced data support binary and multiclass classification only. This approach is made for mulit-label classification (aka multi-target classification). :sunflower:
imbalanced-classification imbalanced-data oversampling oversampling-algorithms oversampling-technique upsampling
Language:Python 9
AnonAuthorAI / duplebalance
DuBE: Duple-balanced Ensemble Learning from Skewed Data
class-imbalance machine-learning ensemble-learning imbalanced-data imbalanced-classification
Language:Python 8
clementw168 / Imbalanced-Quickdraw
Winning a competition on imbalanced image classification.
deep-learning image-classification imbalanced-classification
Language:Jupyter Notebook 7
Predicting-Indoor-Location-with-WiFi-Signals
jlbrosnahan / Predicting-Indoor-Location-with-WiFi-Signals
Highly multi-class machine learning classification problem in Python
supervised-machine-learning multiclass-classification performance-metrics imbalanced-classification smart-phone indoor-positioning
Language:Jupyter Notebook 7
theochem / B3clf
Predictors for Blood-Brain Barrier Permeability with resampling strategies based on B3DB database.
blood-brain-barrier permeability drug-design cns-drug classification imbalanced-learning imbalanced-classification bioinformatics molecular-modeling
Language:Python 7
wildoctopus / cbloss
Pytorch implementation of Class Balanced Loss based on Effective number of Samples
class-balanced-loss focal-loss focalloss imbalanced-classification pytorch-implementation cbloss classbalancedloss
Language:Python 7
ejw-data / ml-myopia
A variety of machine learning techniques used to identify nearsighted patients
knn machine-learning python scikit-learn tensorflow svc cross-validation gridsearchcv kmeans pca pipeline tsne random-forest imbalanced-classification
Language:Jupyter Notebook 6
peterlipan / MRC_VFC
The souce code of MICCAI'23 paper: Combat Long-tails in Medical Classification with Relation-aware Consistency and Virtual Features Compensation
dermoscopy isic-2019 isic-archive isic-challenge miccai2023 miccai skin-cancer cancer-detection imbalanced-classification long-tailed-recognition skin-lesion-classification long-tail
Language:Python 6
jobregon1212 / rulecosi
RuleCOSI is a machine learning package that combine and simplifies tree ensembles and generates a single rule-based classifier that is smaller and simpler.
machine-learning-algorithms ensemble-learning interpretable-machine-learning imbalanced-classification
Language:Python 5
amajji / Multi-class-classification
Deployment of a classification model on a webapp using FLASK for the backend and html/CSS/JS for frontend
analyse-data app classification data flask flask-application machine-learning machine-learning-algorithms preprocessing webapp webapplication imbala imbalanced-classes imbalanced-classification imbalanced-data
Language:Jupyter Notebook 4
anilans029 / Forecasting-Backorders-In-Inventory
Backorders are unavoidable, but by anticipating which things will be backordered, planning can be streamlined at several levels, preventing unexpected strain on production, logistics, and transportation. ERP systems generate a lot of data (mainly structured) and also contain a lot of historical data; if this data can be properly utilized, a predictive model to forecast backorders and plan accordingly can be constructed. Based on past data from inventories, supply chain, and sales, classify the products as going into backorder or not.
airflow aws batch-prediction ci-cd-ct docker docker-compose ecommerce imbalanced-classification machine-learning oops python
Language:Jupyter Notebook 4
M-Hashemzadeh / RCSMOTE
RCSMOTE: Range-Controlled Synthetic Minority Over-sampling Technique for handling the class imbalance problem
class-imbalance-problem imbalanced-classification imbalanced-datasets over-sampling smote smote-sampling
4
rajoy99 / keshik
Oversample class imbalanced tabular data by Denoising Diffusion Probabilistic Model (DDPM)
deep-learning diffusion-models fraud-detection generative-ai imbalanced-classification synthetic-data tabular-data
Language:Python 4
rjjfox / disaster-response-classification
Multilabel classification to categorise messages received during a disaster
imbalanced-classification supervised-learning machine-learning multilabel-classification nlp flask
Language:HTML 4
SmellyArmure / OC_DS_Project7
Implémentation d'un modèle de scoring (OpenClassrooms | Data Scientist | Projet 7)
risk-modeling imbalanced-classification custom-metrics data-cleaning dashboard dashboards heroku-deployment streamlit local-interpretation model-interpretation flask-api data-visualization data-sampling pycaret shap bayesian-optimization lgbmclassifier feature-engineering data-ag data-aggregation
Language:Jupyter Notebook 4
himanshu1729ch / Detecting-Early-Alzheimer-Classification-Healthcare
A very interesting repo towards Alzheimer disease (Healthcare) contains 2 important Notebooks one with handling the imbalance data and other without significantly handling the imbalance.
classification healthcare imbalanced-classification machine-learning
Language:Jupyter Notebook 3
KelvinLam05 / product_classification
Build a fastText product classification model that can predict a normalized category name for a product, given an unstructured textual representation.
classification-model fasttext imbalanced-classification multiclass-classification nlp product-classification
Language:Jupyter Notebook 3
splch / qbs
An effective and flexible Quantile-Based Balanced Sampling algorithm for addressing class imbalance in datasets while preserving the underlying data distribution, improving model performance across various machine learning applications.
classification data-analysis imbalanced-classification imbalanced-data machine-learning resampling
Language:Jupyter Notebook 3
thinhuos0913 / credit_card_fraud_detection
Implement machine learning models which are able to recognize fraudulent credit card transactions so that customers are not charged for items that they did not purchase.
data-science imbalanced-classification machine-learning scikit-learn
Language:Jupyter Notebook 3

imbalanced-classification

ZhiningLiu1998 / awesome-imbalanced-learning

YyzHarry / imbalanced-regression

YyzHarry / imbalanced-semi-self

ZhiningLiu1998 / imbalanced-ensemble

solegalli / machine-learning-imbalanced-data

jiawei-ren / BalancedMetaSoftmax-Classification

YyzHarry / multi-domain-imbalance

Albertsr / Class-Imbalance

TACJu / Bi-Sampling

mahsa91 / RA-GCN-MedIA2022

avikumart / Road-Traffic-Severity-Classification-Project

B-Xi / TCSVT_2022_DGSSC

LirongWu / GraphMixup

miriamspsantos / open-source-imbalance-overlap

jyansir / Text2Tree

ihaeyong / Maximum-Margin-LDAM

HwaiTengTeoh / Flight-Delays-Prediction-Using-Machine-Learning-Approach

phiyodr / multilabel-oversampling

AnonAuthorAI / duplebalance

clementw168 / Imbalanced-Quickdraw

jlbrosnahan / Predicting-Indoor-Location-with-WiFi-Signals

theochem / B3clf

wildoctopus / cbloss

ejw-data / ml-myopia

peterlipan / MRC_VFC

jobregon1212 / rulecosi

amajji / Multi-class-classification

anilans029 / Forecasting-Backorders-In-Inventory

M-Hashemzadeh / RCSMOTE

rajoy99 / keshik

rjjfox / disaster-response-classification

SmellyArmure / OC_DS_Project7

himanshu1729ch / Detecting-Early-Alzheimer-Classification-Healthcare

KelvinLam05 / product_classification

splch / qbs

thinhuos0913 / credit_card_fraud_detection