From fe84443c0e424502c80d894dfdb13718f59c68d5 Mon Sep 17 00:00:00 2001 From: KOSASIH Date: Wed, 7 Aug 2024 18:44:38 +0700 Subject: [PATCH] Create advanced_anomaly_detection.py --- .../anomaly_detection/advanced_anomaly_detection.py | 13 +++++++++++++ 1 file changed, 13 insertions(+) create mode 100644 projects/piguardian/ai_ml/anomaly_detection/advanced_anomaly_detection.py diff --git a/projects/piguardian/ai_ml/anomaly_detection/advanced_anomaly_detection.py b/projects/piguardian/ai_ml/anomaly_detection/advanced_anomaly_detection.py new file mode 100644 index 000000000..64759c7b2 --- /dev/null +++ b/projects/piguardian/ai_ml/anomaly_detection/advanced_anomaly_detection.py @@ -0,0 +1,13 @@ +# anomaly_detection/advanced_anomaly_detection.py +import pandas as pd +from sklearn.ensemble import IsolationForest + +class AdvancedAnomalyDetection: + def __init__(self, data): + self.data = data + + def detect_anomalies(self): + # Use Isolation Forest algorithm to detect anomalies + isolation_forest = IsolationForest(contamination=0.1) + anomalies = isolation_forest.fit_predict(self.data) + return anomalies