Binary classification

• When to use binary classification?
• Our dataset
• Pair plots
• The NN architecture
• The sigmoid function
• Compiling, training, predicting
• Results

Multi-class classification

• Throwing darts
• The dataset
• The architecture
• The output layer
• Multi-class model
• Categorical cross-entropy
• Preparing a dataset
• One-hot encoding

Multi-label classification

• Real-world examples
• Multi-class vs multi-label
• The architecture
• Sigmoid outputs
• Compile and train
• An advantage
• An irrigation machine

Keras callbacks

• What is a callback?
• Callbacks in Keras
• A callback you've been missing
• History plots
• Early stopping
• Model checkpoint