sample_ml_submit.csh

TRAIN_DATA_PATHS=path/to/training/data
OUTPUT_DIR=path/to/output/location
JOBNAME=my_ml_job_$(date -u +%y%m%d_%H%M%S)
REGION='us-central1'
BUCKET='my-bucket'

gcloud ml-engine jobs submit training $JOBNAME \
        --package-path=$PWD/my_model_package/trainer \
        --module-name=trainer.task \
        --region=$REGION \
        --staging-bucket=gs://$BUCKET \
        --scale-tier=BASIC \
        --runtime-version=1.8 \
        -- \
        --train_data_paths $TRAIN_DATA_PATHS \
        --output_dir $OUTPUT_DIR\
        --batch_size 100\
        --hidden_units 50 25 10