Neural Networks: A Comprehensive Overview
Neural networks, a mathematical model inspired by the human brain, are central players in the field of artificial intelligence. In essence, these networks consist of artificial neurons organised in layers, playing crucial roles in a wide range of applications.
Fundamental Structure
- Input Layer: This layer receives input data, with each neuron representing a specific feature of the data, whether numbers or vectors.
- Hidden Layers: These layers process the information, learning complex patterns in the data. Hidden layers, which can be multiple, are the heart of deep learning.
- Output Layer: This is where the desired prediction or result is produced, with the number of neurons depending on the problem at hand.
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