add mlflow
Some checks failed
s464980-training/pipeline/head There was a failure building this commit

This commit is contained in:
Sheaza 2024-05-14 23:43:06 +02:00
parent 98d1c8d505
commit 8ba3d2b97c

View File

@ -3,8 +3,8 @@ from tensorflow import keras
from tensorflow.keras import layers
import argparse
import mlflow
import mlflow.sklearn
mlflow.set_experiment("s464980")
class RegressionModel:
def __init__(self, optimizer="adam", loss="mean_squared_error"):
self.model = keras.Sequential([
@ -48,8 +48,8 @@ parser = argparse.ArgumentParser()
parser.add_argument('--epochs')
args = parser.parse_args()
mlflow.set_tracking_uri("http://localhost:5000")
model = RegressionModel()
model.load_data("df_train.csv", "df_test.csv")
with mlflow.start_run() as run:
model.train(epochs=int(args.epochs))
rmse = model.evaluate()