TensorFlow: Working with Images

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

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