Created
May 29, 2020 12:59
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MLOps Ep.4 Productionizing Training Script (Import Libraries)
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#################################################################### | |
# Import Python Libaries | |
#################################################################### | |
import os | |
import sys | |
import numpy as np | |
import pandas as pd | |
import argparse | |
import json | |
import urllib | |
import joblib | |
import logging | |
import json | |
import math | |
import shutil | |
#################################################################### | |
# Import Scikit-Learn Libraries | |
#################################################################### | |
from sklearn.preprocessing import LabelEncoder | |
from sklearn.model_selection import train_test_split | |
from sklearn.linear_model import Ridge | |
from sklearn.tree import DecisionTreeRegressor | |
from sklearn.ensemble import RandomForestRegressor | |
from sklearn.metrics import mean_squared_error | |
#################################################################### | |
# Import Azure ML Libraries | |
#################################################################### | |
# AzureML Cores | |
import azureml | |
import azureml.core | |
# AzureML Workspace | |
from azureml.core import Workspace, Datastore, Dataset | |
# AzureML Compute | |
from azureml.core.compute import ComputeTarget, AmlCompute | |
from azureml.core.compute_target import ComputeTargetException | |
# AzureML Experiments | |
from azureml.core import Experiment | |
# AzureML Runs | |
from azureml.core.run import Run | |
from azureml.core.model import Model | |
print("Azure SDK version:", azureml.core.VERSION) |
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