{"user_id": user_obj["id"],
                           "user":  user_obj,
                           "success": False, "failure": False, "timeout": False, "stopped": False
                           }
                      ],
                      "recipients": {},
                      "attachments": [],
                      "include_logs": True,
                      "report_attachments": [],
                      "success_recipients": [],
                      "failure_recipients": [],
                      "timeout_recipients": [],
                      "stopped_recipients": []
                      }

new_job = cml.create_job(create_jobs_params)
new_job_id = new_job["id"]
print("Created new job with jobid", new_job_id)

##
# Start the Training Job
job_env_params = {}
start_job_params = {"environment": job_env_params}
job_id = new_job_id
job_status = cml.start_job(job_id, start_job_params)
print("Training Job started")

# Stop a job
#job_dict = cml.start_job(job_id, start_job_params)
#cml.stop_job(job_id, start_job_params)
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        "failure": False,
        "timeout": False,
        "stopped": False
    }],
    "recipients": {},
    "attachments": [],
    "include_logs":
    True,
    "report_attachments": [],
    "success_recipients": [],
    "failure_recipients": [],
    "timeout_recipients": [],
    "stopped_recipients": []
}

new_job = cml.create_job(create_jobs_params)
new_job_id = new_job["id"]
print("Created new job with jobid", new_job_id)

##
# Start a job
job_env_params = {}
start_job_params = {"environment": job_env_params}
job_status = cml.start_job(new_job_id, start_job_params)
print("Job started")

# Create model build script
cdsw_script = """#!/bin/bash
pip3 install -r requirements.txt"""

with open("cdsw-build.sh", 'w+') as f:
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                          {"user_id": user_obj["id"],
                           "user":  user_obj,
                           "success": False, "failure": False, "timeout": False, "stopped": False
                           }
                      ],
                      "recipients": {},
                      "attachments": [],
                      "include_logs": True,
                      "report_attachments": [],
                      "success_recipients": [],
                      "failure_recipients": [],
                      "timeout_recipients": [],
                      "stopped_recipients": []
                      }

new_job = cml.create_job(create_jobs_params)
new_job_id = new_job["id"]
print("Created new job with jobid", new_job_id)

### Step 5: Create and Schedule two CML Jobs for 
# 02_PredictPipeline.py, 03_A_RetrainPipeline_PySpark.py and 03_B_RetrainPipeline_Sklearn.py

# Create Job
create_jobs_params = {"name": "Customer Scoring Job",
                      "type": "cron",
                      "script": "02_PredictPipeline.py",
                      "timezone": "America/Los_Angeles",
                      "environment": {},
                      "kernel": "python3",
                      "cpu": 2,
                      "memory": 4,