Deep Learning With C# And CNTK
by
Mark Farragher
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Deep Learning With C# And CNTK
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1D-Convolutional Neural Networks
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Deep Learning With C# And CNTK
This course will introduce you to Deep Learning and Neural Networks and get you up to speed with Microsoft's Cognitive Toolkit library.
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Table of contents
Deep Learning With C# And CNTK
by
Mark Farragher
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Course Introduction
Course Introduction
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I'm pleased to meet you!
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I'm pleased to meet you!
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Course prerequisites
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Course prerequisites
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Installing NET Core 3.0
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Installing NET Core 3.0
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Installing Visual Studio Code
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Installing Visual Studio Code
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Introduction To Deep Learning
Introduction To Deep Learning
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What is deep learning?
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What is deep learning?
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Introducing Linear Regression
Introducing Linear Regression
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Introduction
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Introduction
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In this section...
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In this section...
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Introducing linear regression
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Introducing linear regression
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Linear regression
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Linear regression
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Introducing multiple regression
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Introducing multiple regression
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Multiple linear regression
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Multiple linear regression
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Introducing regression metrics
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Introducing regression metrics
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Regression evaluation metrics
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Regression evaluation metrics
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Quiz
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Quiz
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Your assignment
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Your assignment
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Assignment: Predict taxi fares in New York
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Assignment: Predict taxi fares in New York
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My answers
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My answers
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Recap
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Recap
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Deep Neural Networks
Deep Neural Networks
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In this section...
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In this section...
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Introducing deep neural networks
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Introducing deep neural networks
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From linear regression to neural networks
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From linear regression to neural networks
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The architecture of deep neural networks
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The architecture of deep neural networks
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How to visualise hidden network layers
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How to visualise hidden network layers
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How to train deep neural networks
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How to train deep neural networks
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Quiz
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Quiz
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Assignment: Predict house prices in California
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Assignment: Predict house prices in California
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My answers
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My answers
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Recap
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Recap
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Binary Classification Networks
Binary Classification Networks
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In this section...
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In this section...
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Introducing binary classification
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Introducing binary classification
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Binary classification
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Binary classification
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Regularization
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Regularization
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Introducing binary metrics
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Introducing binary metrics
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Binary evaluation metrics
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Binary evaluation metrics
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Introducing ROC and AUC
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Introducing ROC and AUC
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ROC, AUC, and Bias
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ROC, AUC, and Bias
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Quiz
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Quiz
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Assignment: Predict heart disease
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Assignment: Predict heart disease
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My answers
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My answers
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Recap
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Recap
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Multiclass Classification Networks
Multiclass Classification Networks
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In this section...
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In this section...
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Introducing multiclass neural networks
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Introducing multiclass neural networks
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Multiclass neural networks
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Multiclass neural networks
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Introducing multiclass metrics
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Introducing multiclass metrics
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Multiclass evaluation metrics
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Multiclass evaluation metrics
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Quiz
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Quiz
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Assignment: Recognise handwriting
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Assignment: Recognise handwriting
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My answers
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My answers
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Recap
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Recap
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How To Train Neural Networks
How To Train Neural Networks
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In this section...
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In this section...
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Introducing overfitting and partitioning
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Introducing overfitting and partitioning
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Overfitting
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Overfitting
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Partitioning data
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Partitioning data
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Minibatch training
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Minibatch training
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Introducing sparse vector encoding
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Introducing sparse vector encoding
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Sparse vector encoding
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Sparse vector encoding
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Introducing K-fold cross validation
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Introducing K-fold cross validation
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K-Fold Cross Validation
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K-Fold Cross Validation
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Quiz
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Quiz
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Assignment: Detect spam messages
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Assignment: Detect spam messages
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My answers
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My answers
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Recap
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Recap
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Convolutional Neural Networks
Convolutional Neural Networks
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In this section...
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In this section...
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Introducing convolution and pooling
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Introducing convolution and pooling
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The convolution layer
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The convolution layer
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The pooling layer
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The pooling layer
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The dropout layer
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The dropout layer
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Introducing data augmentation
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Introducing data augmentation
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Data augmentation
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Data augmentation
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Quiz
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Quiz
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Assignment: Detect hotdogs
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Assignment: Detect hotdogs
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My answers
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My answers
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Recap
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Recap
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Prebuilt Convolutional Neural Networks
Prebuilt Convolutional Neural Networks
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In this section...
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In this section...
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Introducing feature extraction and finetuning
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Introducing feature extraction and finetuning
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The VGG16 model
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The VGG16 model
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Feature extraction
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Feature extraction
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Finetuning
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Finetuning
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Quiz
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Quiz
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Assignment: Detect cats and dogs
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Assignment: Detect cats and dogs
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My answers
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My answers
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Recap
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Recap
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1D-Convolutional Neural Networks
1D-Convolutional Neural Networks
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In this section...
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In this section...
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Introducing 1d-convolution and embedding
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Introducing 1d-convolution and embedding
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The 1D-convolution layer
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The 1D-convolution layer
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The word embedding layer
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The word embedding layer
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Quiz
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Quiz
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Assignment: Rate movie reviews with an 1D-ConvNet
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Assignment: Rate movie reviews with an 1D-ConvNet
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My answers
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My answers
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Recap
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Recap
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Recurrent Neural Networks
Recurrent Neural Networks
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In this section...
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In this section...
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Introducing recurrent neural networks
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Introducing recurrent neural networks
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Recurrent neural networks
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Recurrent neural networks
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Long short term memory networks
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Long short term memory networks
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Quiz
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Quiz
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Assignment: Rate movie reviews with an LSTM
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Assignment: Rate movie reviews with an LSTM
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My answers
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My answers
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Recap
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Recap
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Artistic Style Transfer
Artistic Style Transfer
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In this section...
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In this section...
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Introducing style transfer
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Introducing style transfer
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Artistic style transfer
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Artistic style transfer
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Quiz
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Quiz
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Assignment: AI-generated art
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Assignment: AI-generated art
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My answers
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My answers
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Recap
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Recap
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Generative Adversarial Networks
Generative Adversarial Networks
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In this section...
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In this section...
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Introducing generative adversarial networks
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Introducing generative adversarial networks
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Up-convolutional networks
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Up-convolutional networks
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Generative adversarial networks
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Generative adversarial networks
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Quiz
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Quiz
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Assignment: AI-generated fast food
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Assignment: AI-generated fast food
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My answers
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My answers
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Recap
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Recap
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In Conclusion
In Conclusion
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What you've learned
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What you've learned
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