Overview
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Discover how to install TensorFlow and use it to create, train, and deploy a machine learning model.
Syllabus
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Introduction
- Welcome
- What you should know
- Using the exercise files
- Install TensorFlow on macOS
- Install TensorFlow on Windows
- What is TensorFlow?
- Why is it called TensorFlow?
- Hardware, software, and language requirements
- The train/test/evaluation flow in TensorFlow
- Build a simple model in TensorFlow
- Options for loading data
- Load the data set
- Define the model structure
- Set up the model training loop
- Train
- Log
- Save and load trained models
- Visualize the computational graph
- Visualize training runs
- Add custom visualizations to TensorBoard
- Export models for use in production
- Configure a new Google Cloud account
- Host your model in the cloud with Google Cloud
- Use a model in the cloud
- Next steps
