Create train_model.py

train_model.py

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+import pandas as pd
+from sklearn.linear_model import LinearRegression
+from joblib import dump
+
+# Load historical AMC data
+data = pd.read_csv("training_data.csv")
+X = data[["last_service_days"]]
+y = data["next_service_days"]
+
+# Train the model
+model = LinearRegression().fit(X, y)
+
+# Save the model to a file
+dump(model, "amc_model.pkl")