These are the exercise files used for Deep Learning with Keras course.

The course outline can be found in

https://www.tertiarycourses.com.sg/deep-learning-with-keras.html

https://www.tertiarycourses.com.my/deep-learning-with-keras-malaysia.html

Module 1 Getting Started on Keras

• What is Keras
• Keras vs TensorFlow
• Install and Run Keras

Module 2 Neural Networks

• What is Neural Network ?
• Basic Concepts of Machine Learning
• Regression Application
• Classification Application

Module 3 Visualisation with Tensorboard

• What is Tensorboard
• Keras Callbacks

Module 4 Convolutional Neural Network with Keras

• Basics of Convolutional Neural Network (CNN)
• Applications of CNN
• Image Classification with CNN

Module 5 Transfer Learning with Kears

• What is Transfer Learning
• Pre-Trained Image Recognition Models
• Fine Tuning Pre-Trained Models

Module 6 Recurrent Neural Network with Keras

• What is Recurrent Neural Network (RNN)
• Applications of RNN
• LSTM and GRU
• Image Classification with RNN

Module 7 Deployment

• Deploy model at Google Cloud Platform
• Google Cloud API Services