Diffusion Model
A diffusion model is a type of generative model used in machine learning to create data, such as images, by iteratively refining noise into a structured output. Inspired by physical diffusion processes, these models simulate how data distributions evolve over...
Depth Estimation
Depth estimation is the process of determining the distance of objects or points in a scene from a specific viewpoint, often using visual data like images or video. It plays a crucial role in applications requiring spatial understanding, such as...
Deep Learning
Deep learning is a subset of machine learning focused on training artificial neural networks with multiple layers (often called deep neural networks) to recognize patterns and make predictions from data. By automatically learning hierarchical representations of features, deep learning excels...
Decoder
A decoder is a component of an AI model, particularly in transformer-based architectures, that generates output sequences by interpreting encoded representations. It is commonly used in tasks such as text generation, translation, and summarization, where it converts abstract representations into...
Data-centric AI
Data-centric AI is an approach to artificial intelligence development that prioritizes improving the quality and structure of the data used to train models, rather than focusing solely on optimizing model architectures. This methodology emphasizes the principle that high-quality, well-curated data...
Data Structure
A data structure is a systematic way of organizing, storing, and managing data to enable efficient access and modification. It defines how data is arranged in memory and provides methods for interacting with that data. Data structures are foundational to...
Data Management
Data management is the practice of collecting, organizing, storing, protecting, and utilizing data efficiently and securely to ensure its availability and usability for business and operational needs. It encompasses the entire data lifecycle, from creation and acquisition to archival and...