Timeline

The Business Process

Deployment Loop

Choosing a model

Moore's Law

Note that this figure is available under the Creative Commons Attribution 4.0 International Public (CC BY) License.

Neuron

Artificial Neuron

Neural Network

Gradient Descent Updates

Residual neural network (ResNet)

RNN architecture

LSTM formula

Encoder Decoder Seq2Seq

Backpropagation Through Time (BPTT)

Effect of data quantity on error

Effect of learning rate on loss

Effect of model complexity on loss

Grid Search v.s. Random Search

Hyperband

Vanishing Gradient Problem

License

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