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TensorFlow: Working with Images

Offered By: LinkedIn Learning

Tags

TensorFlow Courses Deep Learning Courses Neural Networks Courses Transfer Learning Courses Image Processing Courses Hyperparameter Tuning Courses Tensorboard Courses

Course Description

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

Taught by

Jonathan Fernandes

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