End-to-end machine learning with TensorFlow on GCP Day (sponsored by Google Cloud)

Hardware and/or installation requirements:

• A laptop
• A Google account
• Sign up for the Google Cloud Platform free trial (You’ll need a Google account and a credit card or bank account. Google services are currently unavailable in China. If you have a European Union (EU) or Russian billing address, please read the VAT overview documentation. More Google Cloud Platform free trial FAQs are available here.)

In this day-long presentation, you’ll walk through the process of building a complete machine learning pipeline, from ingest and exploration to training, evaluation, deployment, and prediction. Along the way, you’ll learn how to explore and split large datasets correctly using BigQuery and Cloud Datalab. You’ll develop a machine learning model in TensorFlow on a small sample locally; implement the preprocessing operations in Cloud Dataflow so that the same preprocessing can be applied in streaming mode as well; distribute and scale out the training of the model on Cloud ML Engine; deploy the trained model as a microservice; and invoke predictions from a web application.

This event is sponsored by Google Cloud.