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Learn Deep Learning

About this Course Why Learn Deep Learning?Overview of the Course

Neural Networks

Linear Classifiers Optimization and Gradient Descent Neural Networks Backpropagation Algorithm Build a Neural Network With Pytorch Quiz Yourself on Neural Networks

Training Neural Networks

Optimization Popular Optimization Algorithms Activation Functions Training in Pytorch Quiz Yourself on Training Neural Networks

Convolutional Neural Networks

The Principles of the Convolution Convolution in Practice Build a Convolutional Network Batch Normalization and Dropout Skip Connections CNN Architectures Quiz Yourself on CNNs

Recurrent Neural Networks

A Simple RNN Cell LSTM: Long Short Term Memory Cells Writing a Custom LSTM Cell in Pytorch Connect LSTM Cells Across Time and Space Quiz Yourself on RNNs

Autoencoders

Generative Learning

Basics of Autoencoders

Variational Autoencoder: Theory

Variational Autoencoder: Practice

Quiz Yourself on Autoencoders

Generative Adversarial Networks

Generator and Discriminator Generative Adversarial Networks in Detail Develop a GAN with Pytorch Quiz Yourself on GANs

Attention and Transformers

Sequence to Sequence Models Attention Key Concepts of Transformers Self-Attention Multi-Head Self-Attention Transformers Building Blocks The Transformer's Encoder The Transformer's Decoder Build a Transformer Encoder Quiz Yourself on Transformers

Graph Neural Networks

Basics of Graphs Mathematics for Graphs Graph Convolutional Networks Implementation of a GCN Quiz Yourself on GNNs

Conclusion

Where to go from here?Appendix

Course Assessment

Final Quiz

Introduction to Deep Learning & Neural Networks

Basics of Autoencoders

Get to know autoencoders and variational autoencoders and what differentiates them.

We'll cover the following...

Before we discuss variational autoencoders, let’s first see how the standard autoencoders work.

Autoencoders are simple neural networks such that their output is their input.

It is as simple as that.

Their goal is to learn how to ...