What is the role of neural networks in Machine Learning?

Neural networks are a class of algorithms inspired by the structure of the human brain. They consist of interconnected nodes organized in layers. Deep learning, a subset of Machine Learning, often employs deep neural networks with multiple hidden layers for complex tasks.