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LinkedIn Learning

TensorFlow: Working with Images

via LinkedIn Learning

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Overview

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Learn the ins and outs of working with images in TensorFlow 2.0

Syllabus

Introduction
  • Work with gray and color images using transfer learning and fine-tuning
  • What you should know
  • What is TensorFlow?
1. Neural Networks and Images
  • Review of neural networks
  • Working with color images and neural networks
  • Challenge: Experiment with hyperparameters
  • Solution: Experiment with hyperparameters
2. Transfer Learning
  • Why the poor performance with neural networks?
  • TensorFlow Hub
  • What is transfer learning?
  • Transfer learning with TensorFlow Hub
  • TensorFlow Hub for CIFAR-10
3. Monitoring the Training Process
  • Monitoring the training process
  • Using ModelCheckpoint
  • Working with EarlyStopping
  • Using TensorBoard
Conclusion
  • Next steps

Taught by

Jonathan Fernandes

Reviews

4.6 rating at LinkedIn Learning based on 87 ratings

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