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Import libraries and get a Boto3 client, which you use to call the hyperparameter tuning APIs.

In the new Jupyter notebook, type the following code:

import sagemaker
import boto3
from sagemaker.predictor import csv_serializer    # Converts strings for HTTP POST requests on inference

import numpy as np                                # For performing matrix operations and numerical processing
import pandas as pd                               # For manipulating tabular data
from time import gmtime, strftime                 
import os 
 
region = boto3.Session().region_name    
smclient = boto3.Session().client('sagemaker')

Get the Amazon SageMaker Execution Role