A collection of 85 minority oversampling techniques (SMOTE) for imbalanced learning with multi-class oversampling and model selection features
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Jan 3, 2024 - Jupyter Notebook
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smote
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Synthetic Minority Over-Sampling Technique for Regression
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Feb 7, 2024 - Python
Handle class imbalance intelligently by using variational auto-encoders to generate synthetic observations of your minority class.
machine-learning tensorflow neural-networks autoencoder vae class-imbalance smote variational-autoencoder
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Jul 31, 2019 - Python
Python package for tackling multi-class imbalance problems. http://www.cs.put.poznan.pl/mlango/publications/multiimbalance/
python machine-learning decomposition balancing resampling preprocessing decision-trees class-imbalance ensembles python-package smote oversampling bagging undersampling multi-class-imbalance
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May 17, 2024 - Python
Detect Fraudulent Credit Card transactions using different Machine Learning models and compare performances
imbalance-correction decision-tree-classifier keras-tensorflow smote fraud-detection oversampling random-forest-classifier perceptron-neural-networks imbalanced-classes
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Oct 19, 2020 - Jupyter Notebook
Bank customers churn dashboard with predictions from several machine learning models.
python flask scikit-learn matploblib pipelines pandas seaborn jupyter-notebooks keras-tensorflow smote gridsearchcv html-css-bootstrap imbalanced-learn
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Jul 18, 2023 - Jupyter Notebook
spark tutorial for big data mining。包括app流量运营分析、als推荐、smote样本采样、RFM客户价值分群、AHP层次分析客户价值得分、手机定位数据商圈挖掘、马尔可夫智能邮件预测、时序预测、关联规则、推荐电影好友等。
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Sep 10, 2022 - Java
Dealing with class imbalance problem in machine learning. Synthetic oversampling(SMOTE, ADASYN).
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Aug 15, 2018 - Python
A repository of resources for understanding the concepts of machine learning/deep learning.
machine-learning clustering dimensionality-reduction preprocessing imbalanced-data smote boosting f1-score supervised-machine-learning unsupervised-machine-learning bagging knn-classification summer-school iiith seaborn-plots datacamp-projects datacamp-machine-learning critical-concepts
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Jul 24, 2021 - Jupyter Notebook
Synthetic Minority Over-sampling Technique
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Mar 27, 2017 - Python
Address imbalance classes in machine learning projects.
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May 29, 2021 - Jupyter Notebook
Implementation of novel oversampling algorithms.
python data-science machine-learning scikit-learn smote oversampling imbalanced-learning kmeans-smote geometric-smote g-somo clustering-based-oversampling
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Nov 7, 2024 - Python
Analysis and classification using machine learning algorithms on the UCI Default of Credit Card Clients Dataset.
machine-learning exploratory-data-analysis pca-analysis logistic-regression decision-trees svm-classifier smote oversampling undersampling random-forest-classifier gridsearchcv uci-dataset oversampling-technique
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Oct 27, 2023 - HTML
Analysis and preprocessing of the kdd cup 99 dataset using python and scikit-learn
python sklearn convex-hull matplotlib standardization principal-component-analysis normalization smote linear-separability kdd99 one-hot-encode resampling-methods cluster-centroids
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Mar 11, 2020 - Jupyter Notebook
Colab Compatible FastAI notebooks for NLP and Computer Vision Datasets
nlp classifier computer-vision embeddings kaggle jokes transfer-learning recommender-systems movie-reviews fastai smote collab colab-notebook google-colab-notebook colab-fastai computer-vision-datasets
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Dec 11, 2024 - Jupyter Notebook
Approx-SMOTE: fast SMOTE for Big Data on Apache Spark
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Apr 27, 2022 - Scala
A two-stage predictive machine learning engine that forecasts the on-time performance of flights for 15 different airports in the USA based on data collected in 2016 and 2017.
machine-learning data-visualization feature-selection performance-metrics feature-extraction forecasts pipelining flights airports data-cleaning smote correlation-coefficient pre-processing auc-roc-curve imbalanced-classes two-stage feature-ranking flight-delay-prediction smote-oversampler random-under-sampling
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Jan 10, 2024 - Jupyter Notebook
This repository presents the code for digital modulation detection in Communication networks
machine-learning communication neural-network classification pattern-recognition ofdm smote digital-modulation modulation-classification free-thesis digital-modulation-detection
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May 29, 2019 - MATLAB
A python library for repurposing traditional classification-based resampling techniques for regression tasks
machine-learning regression classification resampling smote oversampling undersampling regression-task
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Aug 7, 2020 - Jupyter Notebook
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