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Sep 4-5, 2018: Training
Sep 5-7, 2018: Tutorials & Conference
San Francisco, CA

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

Drew Hodun (Google Cloud)
9:00am–5:00pm Wednesday, September 5, 2018
Sponsored, TensorFlow at AI
Location: Imperial A Level: Intermediate
Average rating: ****.
(4.00, 5 ratings)

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.

Photo of Drew Hodun

Drew Hodun

Google Cloud

Drew Hodun is an ML specialist on the Google Cloud team, where he advises financial, autonomous, and tech customers implementing cutting-edge ML use cases and systems on Google Cloud and in hybrid environments. His work ranges from operationalizing ML to TensorFlow to GPU/TPU perf tuning.

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Comments

Reza Fardid |
09/04/2018 2:09am PDT

Drew,
What are the laptop requirements?