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oneclasssvm

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Surface water quality data analysis and prediction of Potomac River, West Virginia, USA. Using time series forecasting, and anomaly detection : ARIMA, SARIMA, Isolation Forest, OCSVM and Gaussian Distribution

  • Updated Jun 6, 2020
  • Jupyter Notebook

This repository contains a machine learning-based system for detecting fraudulent credit card transactions using Isolation Forest and One-Class SVM algorithms. The project includes data preprocessing, exploratory data analysis (EDA), model training, evaluation, and real-time fraud prediction via a Streamlit web interface.

  • Updated Jun 2, 2025
  • Python

This is a project to detect anomalies in pump sensor data using One-Class Support Vector Machines (SVM). The data is preprocessed by dropping columns with missing values and scaled using MinMaxScaler. The one-class SVM classifier is trained and used to predict anomalies in the data, which are then saved in a new file "results.csv".

  • Updated Feb 3, 2023
  • Python

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