Deep Learning
Definition
A subset of machine learning based on artificial neural networks with representation learning.
Deep Dive
Deep Learning is a specialized subset of machine learning that employs artificial neural networks structured with multiple layers, enabling them to learn intricate patterns and representations directly from raw data. Unlike traditional machine learning, which often relies on human-engineered features, deep learning models autonomously discover hierarchical features, processing information through successive layers where each layer refines the understanding gleaned from the previous one. This architectural depth allows for the automatic extraction of complex, abstract features essential for understanding data like images, audio, and text.
Examples & Use Cases
- 1Image recognition in self-driving cars to identify pedestrians and traffic signs
- 2Natural Language Processing (NLP) models like large language models (LLMs) for understanding and generating human text
- 3Medical image analysis for detecting diseases like cancer from X-rays or MRIs