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Basic MLflow examples

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I saw your example use docker to serving the tf kears model, may I ask do you know how to serve it at local? Cause I feel TensorFlow different from...

docker example doesn't work, there is an error in mlflow_server logs: `(MySQLdb.OperationalError) (1049, "Unknown database 'mlflow'")` Environment variable $MYSQL_DATABASE fixes it

def convert_to_onnx(model, data): initial_type = [('float_input', FloatTensorType([None, **data.shape[0]**]))] onnx_model = convert_sklearn(model, initial_types=initial_type) print("onnx_model.type:",type(onnx_model)) mlflow.set_tag("onnx_version",onnx.__version__) return onnx_model It should be data.shape[1]

Crreate notebooks for both batch and real-time scoring

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Some changes regarding to mlflow2.7.1, For example: convert_png_to_mlflow_json.py, mlflow2.7.1 needs a new format mlflow_v2_dict = {"dataframe_split":dct} https://mlflow.org/docs/latest/models.html#local-model-deployment

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