Building the AI Threat Detection Model

⚙️ Model Used: Logistic Regression (Beginner-Friendly)

This model is simple and perfect for classification.

📘 Model Training Code

 
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LogisticRegression

X = df[['login_attempts','retries','status']]
y = df['suspicious']

X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)

model = LogisticRegression()
model.fit(X_train, y_train)
Discussion
Very helpful and perfectly written!

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