src/ai/threat_analysis.py

import numpy as np
from sklearn.ensemble import IsolationForest

class AIThreatAnalyzer:
    def __init__(self):
        self.model = IsolationForest(contamination=0.01)

    def train(self, data):
        self.model.fit(data)

    def predict(self, new_data):
        return self.model.predict(new_data)