Deep learning

Deep learning is a subfield of machine learning that is inspired by the structure and function of the human brain, specifically the neural network architecture. Deep learning models, also known as Artificial Neural Networks, ANNs, consist of multiple layers of interconnected neurons or nodes. These models can learn complex patterns in large data sets by passing data through these layers with each layer learning to transform its input data into a slightly more abstract and composite representation. Deep learning is essential because of its ability to process and learn from large-scale, high-dimensional data such as images, audio, and text. Unlike traditional machine learning methods that often require manual feature extraction, deep learning models can automatically learn features directly from the data. This ability to learn complex representations automatically makes deep learning highly effective and versatile for many tasks. Deep learning has shown remarkable success in various…