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AWS(LowLevel)-Model Creation and Deployment, from sagemaker.amazon.amazon…

- - - - X_bos_pd, Y_bos_pd
      - test_size
      - 4 data frames
        
        x - train and test
        
        y - train and test
  - - - data_dir - create the path
      - creates the given directory/path
  - - - .to_csv
        
        os.path.join(dir,'file.csv')
        
        header=False, Index=False
  - - - source_local_file, key_prefix = folder
- - - - training_params['RoleArn']=role
      - training_params['AlgorithmSpecification'] =
        
        {"TrainingImage" : container,
        "TrainingInputMode" : "File"}
      - training_params['OutputDataConfig']=
        
        {"S3OutoutPath" : "s3://"+session.default_bucket()+"/"+prefix}
      - traing_params['ResourceConfig'] =
        
        {'InstanceCount" : 1,
        "InstaceType" : "ml.m4.xlarge",
        "VolumeSizeInGB" : 5}
      - traing_params["StoppingCondition"] =
        
        {"MaxRuntimeInSeconds":86400}
      - traing_params["HyperParameters"]=
      - traing_Params['InputDataConfig']