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What is a convolutional neural network (CNN), and what are its applications?
A Convolutional Neural Network (CNN) is a type of feed-forward neural network designed to analyze data with grid-like topology, such as images, and extract features by scanning the data with small filters or kernels. This process, called convolution, enables the network to capture local patterns andRead more
A Convolutional Neural Network (CNN) is a type of feed-forward neural network designed to analyze data with grid-like topology, such as images, and extract features by scanning the data with small filters or kernels. This process, called convolution, enables the network to capture local patterns and hierarchies of features. CNNs are particularly well-suited for computer vision tasks, but they also have applications beyond image recognition.
Computer Vision: Image classification, object detection, segmentation, facial recognition, and image generation
See lessNatural Language Processing: Text classification, sentiment analysis, and language modeling (e.g., using convolutional layers to extract n-gram features)
Drug Discovery: Predicting protein-ligand binding affinity and identifying potential drug targets
Health Risk Assessments: Analyzing medical images and patient data to predict disease risk and diagnosis
Self-Driving Cars: Providing depth estimation and object detection for autonomous vehicles
Other: Recommender systems, bioinformatics, and materials science.
What is the Document Object Model (DOM), and how is it manipulated?
The Document Object Model (DOM) is a programming API for HTML and XML documents. It defines the logical structure of documents and the way a document is accessed and manipulated. In the DOM specification, the term "document" is used in the broad sense - increasingly, XML is being used as a way of reRead more
The Document Object Model (DOM) is a programming API for HTML and XML documents. It defines the logical structure of documents and the way a document is accessed and manipulated. In the DOM specification, the term “document” is used in the broad sense – increasingly, XML is being used as a way of representing many different kinds of information that may be stored in diverse systems, and much of this would traditionally be seen as data rather than as documents. Nevertheless, XML presents this data as documents, and the DOM may be used to manage this data.
With the Document Object Model, programmers can create and build documents, navigate their structure, and add, modify, or delete elements and content. Anything found in an HTML or XML document can be accessed, changed, deleted, or added using the Document Object Model, with a few exceptions – in particular, the DOM interfaces for the internal subset and external subset have not yet been specified.
As a W3C specification, one important objective for the Document Object Model is to provide a standard programming interface that can be used in a wide variety of environments and applications. The Document Object Model can be used with any programming language.
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