lab 1

git clone https://github.com/GoogleCloudPlatform/cloudml-samples.git


cd cloudml-samples/census/estimator


mkdir data

gsutil -m cp gs://cloud-samples-data/ml-engine/census/data/* data/

PROJECT_ID=$(gcloud config list project --format "value(core.project)")

BUCKET_NAME=${PROJECT_ID}-mlengine

REGION=us-central1

gsutil mb -l $REGION gs://$BUCKET_NAME

gsutil cp -r data gs://$BUCKET_NAME/data

TRAIN_DATA=gs://$BUCKET_NAME/data/adult.data.csv

EVAL_DATA=gs://$BUCKET_NAME/data/adult.test.csv
gsutil cp ../test.json gs://$BUCKET_NAME/data/test.json
TEST_JSON=gs://$BUCKET_NAME/data/test.json
JOB_NAME=census_single_1


OUTPUT_PATH=gs://$BUCKET_NAME/$JOB_NAME


gcloud ai-platform jobs submit training $JOB_NAME     --job-dir $OUTPUT_PATH     --runtime-version 1.14     --python-version 3.5     --module-name trainer.task     --package-path trainer/     --region $REGION     --     --train-files $TRAIN_DATA     --eval-files $EVAL_DATA     --train-steps 1000     --eval-steps 100     --verbosity DEBUG