Deep Learning

Neural networks, CNNs, RNNs, and transformers

2 chapters 7 lessons 83 min total

Neural Networks

3 lessons · 32 min
FREE
Perceptron and Activation Functions
Building blocks of neural nets
10 min FREE
Backpropagation
How neural networks learn
12 min
Optimization
SGD, Adam, learning rate scheduling
10 min

Architectures

4 lessons · 51 min
5 credits
CNNs
Convolutional neural networks for images
12 min FREE
RNNs and LSTMs
Sequential data processing
12 min
Transformers
Attention mechanism and self-attention
15 min
GANs
Generative adversarial networks
12 min