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Multimodal learning is a type of deep learning that integrates and processes multiple types of data, referred to as modalities, such as text, audio, images, or video.This integration allows for a more holistic understanding of complex data, improving model performance in tasks like visual question answering, cross-modal retrieval, [1] text-to-image generation, [2] aesthetic ranking, [3] and ...
Example of multimodality: A televised weather forecast (medium) involves understanding spoken language, written language, weather specific language (such as temperature scales), geography, and symbols (clouds, sun, rain, etc.). Multimodality is the application of multiple literacies within one medium.
Multimodal pedagogy encourages the use of these modes as teaching tools in the classroom to facilitate learning. Although lack of experience with new technologies and limited access to resources can make multimodal instruction difficult for teachers, [ 9 ] it is important for students to learn to interpret and create meaning across multiple ...
A large language model (LLM) is a type of machine learning model designed for natural language processing tasks such as language generation. LLMs are language models with many parameters, and are trained with self-supervised learning on a vast amount of text. This page lists notable large language models.
Two such scholars are Rita Dunn and Kenneth Dunn, who build upon a learning modalities approach. [1]: 20–35 [43] Although learning styles will inevitably differ among students in the classroom, Dunn and Dunn say that teachers should try to make changes in their classroom that will be beneficial to every learning style.
The most common such interface combines a visual modality (e.g. a display, keyboard, and mouse) with a voice modality (speech recognition for input, speech synthesis and recorded audio for output). However other modalities, such as pen-based input or haptic input/output may be used. Multimodal user interfaces are a research area in human ...
Learning is the process of acquiring new or modifying existing knowledge, behaviors, skills, values, or preferences based on instruction. See also: Category:Teaching Subcategories
Kinesthetic learning (American English), kinaesthetic learning (British English), or tactile learning is learning that involves physical activity. As cited by Favre (2009), Dunn and Dunn define kinesthetic learners as students who prefer whole-body movement to process new and difficult information. [ 1 ]