TensorFlow: Working with Images

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Free Online Course: TensorFlow: Working with Images provided by LinkedIn Learning is a comprehensive online course, which lasts for Less than 1 hour of material. The course is taught in English and is free of charge. Upon completion of the course, you can receive an e-certificate from LinkedIn Learning. TensorFlow: Working with Images is taught by Jonathan Fernandes.

Overview
  • 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