A multi-label approach of the SMOTE algorithm
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Aug 6, 2024 - Python
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smote-algorithm
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Classification on Unbalanced Datasets using Boost Techniques (AdaBoost M2, SMOTE Boost, RusBoost,..)
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Jul 23, 2021 - Jupyter Notebook
This research advances credit card fraud detection by integrating machine learning and deep learning techniques. Key findings include improved model adaptability through hyperparameter tuning.
python deep-learning linear-regression machine-learning-algorithms data-visualization naive-bayes-classifier supervised-learning hyperparameter-tuning decision-tree-classifier svm-classifier lstm-neural-networks random-forest-classifier datacleaning cnn-classification adaboostclassifier smote-algorithm
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Aug 7, 2024 - Jupyter Notebook
A collection of my practices using the following algorithms: DBSCAN, KNN, Decision Tree Classifier, K-means, Apriori, SMOTE, SVM
machine-learning machine-learning-algorithms k-means knn svm-model decision-tree-classifier apriori-algorithm dbscan-clustering kmeans-algorithm k-means-clustering knn-algorithm dbscan-algorithm svm-kernel smote-algorithm
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Oct 2, 2022 - Jupyter Notebook
Supervised Machine Learning and Credit Risk
machine-learning scikit-learn imbalanced-learning balanced-random-forest smoteenn random-over-sampling smote-algorithm easy-ensemble-classifier cluster-centroids-algorithm
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Sep 25, 2021 - Jupyter Notebook
Data analysis, visualization and prediction to predict whether a patient has benign or malignant breast cancer based on properties of the cancer
data-science machine-learning random-forest machine-learning-algorithms data-visualization dataset data-analysis decision-trees breast-cancer-prediction decision-tree-classifier prediction-model label-encoder smote-algorithm roc-auc-curve
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Feb 16, 2022 - Jupyter Notebook
Predicting toxicity of molecules. Project on course "Data Mining 2"
machine-learning data-mining feature-selection decision-tree-classifier svm-classifier ensemble-classifier random-forest-classifier ada-boost-classifier rfe corelation-of-features boosting-ensemble smote-algorithm variance-threshold select-k-best bagging-classifier
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Sep 4, 2023 - Jupyter Notebook
Analysis and modeling of the US Accidents dataset to predict accident severity and identify contributing factors. Includes data cleaning, feature engineering, exploratory data analysis, and machine learning model development. The project aims to provide insights into road safety and accident prevention strategies.
python machine-learning data-visualization nlp-machine-learning prediction-model dataprocessing smote-algorithm
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Jan 12, 2025 - Jupyter Notebook
Supervised Machine Learning and Credit Risk
machine-learning confusion-matrix adaboost scikitlearn-machine-learning supervised-machine-learning imbalanced-learning balanced-random-forest random-over-sampling smote-algorithm easy-ensemble-classifier cluster-centroids-algorithm
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Apr 27, 2022 - Jupyter Notebook
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