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Live-coding a machine learning model from scratch
conference

Live-coding a machine learning model from scratch

by Sara Robinson
December 2019
Beginner to intermediate
39m
English
O'Reilly Media, Inc.
Closed Captioning available in German, English, Spanish, French, Japanese, Korean, Portuguese (Portugal, Brazil), Chinese (Simplified), Chinese (Traditional)

Overview

Do you want to build a machine learning model, but you aren’t sure where to start? Starting with an empty notebook, Sara Robinson (Google) live-codes a simple neural network in TensorFlow. She then demonstrates how to train and serve the model on Google Cloud Platform and uses the deployed model to generate predictions from a web app.

Prerequisite knowledge

  • A basic knowledge of Python and machine learning concepts, such as training and serving (but not necessarily how to build a model on your own)

What you'll learn

  • Learn how to build a simple neural network
  • Understand the end-to-end ML workflow and how to use your trained model for generating predictions

This session was recorded at the 2019 O'Reilly Open Source Software conference in Portland.

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Publisher Resources

ISBN: 0636920335832