atuljayaram / aiplatform-intro

Introduction to Google AI Platform

This file contains text you can copy and paste for the examples in Cloud Academy's Introduction to Google AI Platform course.

Introduction

Google Cloud Platform Free Trial

TensorFlow

TensorFlow website
TensorFlow installation

python3 -V      # Check which version of Python 3 is installed
pip3 install --user --upgrade pip
pip3 install --user --upgrade virtualenv
virtualenv mlenv
source mlenv/bin/activate
pip3 install tensorflow==2.2

git clone https://github.com/cloudacademy/aiplatform-intro.git
cd aiplatform-intro/iris/trainer
python3 iris.py --job-dir export

Training a Model with AI Platform

Google Cloud SDK installation

cd ..
gcloud ai-platform local train --module-name trainer.iris --package-path trainer --job-dir export

PROJECT=$(gcloud config list project --format "value(core.project)")
BUCKET=gs://${PROJECT}-aiplatform
REGION=us-central1
gsutil mb -l $REGION $BUCKET

AI Platform Training Regions

JOB=iris1
gcloud ai-platform jobs submit training $JOB \
    --module-name trainer.iris \
    --package-path trainer \
    --staging-bucket $BUCKET \
    --region $REGION \
    --python-version 3.7 \
    --runtime-version 2.2 \
    --job-dir $BUCKET/$JOB

Runtime version list

Feature Engineering

PetFinder dataset columns

pip3 install numpy pandas sklearn
cd ../pets

gcloud ai-platform local train --module-name trainer.pets --package-path trainer --job-dir export

Distributed Training on AI Platform

JOB=pets1
gcloud ai-platform jobs submit training $JOB \
    --module-name trainer.pets \
    --package-path trainer \
    --staging-bucket $BUCKET \
    --region $REGION \
    --python-version 3.7 \
    --runtime-version 2.2 \
    --scale-tier STANDARD_1 \
    --job-dir $BUCKET/$JOB

Deploying a Model on AI Platform

cd ../iris
gcloud ai-platform models create iris --regions=$REGION

gcloud ai-platform versions create v1 \
    --model iris \
    --runtime-version 2.2 \
    --region global \
    --origin $BUCKET/iris1

gcloud ai-platform predict \
    --model iris \
    --version v1 \
    --region global \
    --json-request test.json

Summary

AI Platform documentation
[e-mail]