Deep Learning With C# And CNTK
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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

Sparse vector encoding

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