What Is Deep Learning?
Deep learning is a subset of machine learning that focuses on neural networks with many layers, often referred to as deep neural networks. It is designed to simulate the way humans learn and process information, allowing computers to identify patterns, classify data, and make predictions with high accuracy. Deep learning models are particularly effective in handling large volumes of structured and unstructured data, such as images, audio, and text. These models utilize techniques like backpropagation and gradient descent to iteratively refine their performance.
Applications of deep learning span a wide range of fields, including computer vision, natural language processing, autonomous vehicles, and healthcare. Innovations like image recognition, virtual assistants, and predictive analytics are powered by deep learning algorithms. The success of deep learning relies heavily on access to vast amounts of data and the computational power provided by modern GPUs and TPUs, making it a driving force for advancements in artificial intelligence.