Course Introduction

• I'm pleased to meet you!

• The affiliate program

• Course prerequisites

• Installing NET Core 3.0

• Installing Visual Studio Code

Introduction To Deep Learning

• What is deep learning?

Introducing Linear Regression

• Introduction

• In this section...

• Introducing linear regression

• Linear regression

• Introducing multiple regression

• Multiple linear regression

• Introducing regression metrics

• Regression evaluation metrics

• Quiz

• Your assignment

• Assignment: Predict taxi fares in New York

• My answers

• Recap

Deep Neural Networks

• In this section...

• Introducing deep neural networks

• From linear regression to neural networks

• The architecture of deep neural networks

• How to visualise hidden network layers

• How to train deep neural networks

• Quiz

• Assignment: Predict house prices in California

• My answers

• Recap

Binary Classification Networks

• In this section...

• Introducing binary classification

• Binary classification

• Regularization

• Introducing binary metrics

• Binary evaluation metrics

• Introducing ROC and AUC

• ROC, AUC, and Bias

• Quiz

• Assignment: Predict heart disease

• My answers

• Recap

Multiclass Classification Networks

• In this section...

• Introducing multiclass neural networks

• Multiclass neural networks

• Introducing multiclass metrics

• Multiclass evaluation metrics

• Quiz

• Assignment: Recognise handwriting

• My answers

• Recap

How To Train Neural Networks

• In this section...

• Introducing overfitting and partitioning

• Overfitting

• Partitioning data

• Minibatch training

• Introducing sparse vector encoding

• Sparse vector encoding

• Introducing K-fold cross validation

• K-Fold Cross Validation

• Quiz

• Assignment: Detect spam messages

• My answers

• Recap

Convolutional Neural Networks

• In this section...

• Introducing convolution and pooling

• The convolution layer

• The pooling layer

• The dropout layer

• Introducing data augmentation

• Data augmentation

• Quiz

• Assignment: Detect hotdogs

• My answers

• Recap

Prebuilt Convolutional Neural Networks

• In this section...

• Introducing feature extraction and finetuning

• The VGG16 model

• Feature extraction

• Finetuning

• Quiz

• Assignment: Detect cats and dogs

• My answers

• Recap

1D-Convolutional Neural Networks

• In this section...

• Introducing 1d-convolution and embedding

• The 1D-convolution layer

• The word embedding layer

• Quiz

• Assignment: Rate movie reviews with an 1D-ConvNet

• My answers

• Recap

Recurrent Neural Networks

• In this section...

• Introducing recurrent neural networks

• Recurrent neural networks

• Long short term memory networks

• Quiz

• Assignment: Rate movie reviews with an LSTM

• My answers

• Recap

Artistic Style Transfer

• In this section...

• Introducing style transfer

• Artistic style transfer

• Quiz

• Assignment: AI-generated art

• My answers

• Recap

Generative Adversarial Networks

• In this section...

• Introducing generative adversarial networks

• Up-convolutional networks

• Generative adversarial networks

• Quiz

• Assignment: AI-generated wildlife

• My answers

• Recap

In Conclusion

• What you've learned