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What is the foundation of deep learning?
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Deep learning is a specialized subfield of machine learning that focuses on using neural networks with multiple layers, often referred to as deep neural networks, to model and solve complex problems. Its foundation lies in the concept of artificial neural networks, which are inspired by the structure and function of the human brain, where neurons are interconnected to process information.
Key Foundations of Deep Learning:
Artificial Neural Networks (ANNs):
- Deep learning is built on the concept of artificial neural networks. An ANN is a computational model made up of layers of nodes (neurons), where each node represents a mathematical function. Neurons in the network receive input data, process it, and pass it on to the next layer. The final layer produces the output. Each layer is connected to the previous and next layers by weights, which are adjusted during training to optimize performance.
- Deep learning…