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LinkedIn Learning

TensorFlow: Neural Networks and Working with Tables

via LinkedIn Learning

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Overview

Learn about neural networks and working with tabular data using TensorFlow.

Syllabus

Introduction
  • Using TensorFlow for neural networks and tables
  • What you should know
  • What is TensorFlow?
1. Fashion MNIST and Neural Networks
  • Working with the Fashion-MNIST dataset
  • Neural network intuition
  • Train the network
2. Working with Loss, Gradient Descent, and Optimizers
  • Loss
  • Gradient descent
  • Optimizers
  • Neural network visualization
3. Working with Tabular Data
  • Introduction to the Titanic dataset
  • Comparing the Titanic model to the Fashion-MNIST model
  • tf.data API
  • Feature engineering
  • Train and evaluate the model
Conclusion
  • Next steps and additional resources

Taught by

Jonathan Fernandes

Reviews

4.4 rating at LinkedIn Learning based on 142 ratings

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