Neural networks

Artificial intelligence builds her strength on neural networks. With nodes and layers, she transforms inputs step by step into something meaningful. Here we see the core of how she learns.

• Neural network fundamentals – Neurons, layers, activations; build a tiny neural net from scratch.
• Gradient descent – Optimization method explained.
• Loss functions – Concept and simple demo.
• Overfitting – Concept and toy example.