AssemblyAI

SEPTEMBER 22, 2023

Data scarcity: Paired natural anguage descriptions of music and corresponding music recordings are extremely scarce, in contrast to the abundance of image/descriptions pairs available online, e.g. in online art galleries or social media.  This also makes the evaluation step harder and highly subjective.

Convolutional Neural Networks 246

Convolutional Neural Networks AI AI Data Scarcity 246

deepsense.ai

FEBRUARY 6, 2024

This support set is presented to the neural network, and the expectation is for the network to correctly classify unseen examples of the newly introduced concept. For instance, the analogy of the masked token prediction task used to train BERT is known as masked image modeling in computer vision. Source: [link].

Prompt Engineer 105

Prompt Engineer Prompt Engineering NLP Computer Vision 105

deepsense.ai

FEBRUARY 12, 2024

This support set is presented to the neural network, and the expectation is for the network to correctly classify unseen examples of the newly introduced concept. For instance, the analogy of the masked token prediction task used to train BERT is known as masked image modeling in computer vision. Source: [link].

Prompt Engineer 52

Prompt Engineer Prompt Engineering NLP Computer Vision 52

Viso.ai

DECEMBER 15, 2023

Symbolic Music Understanding ( MusicBERT ): MusicBERT is based on the BERT (Bidirectional Encoder Representations from Transformers) NLP model. It addresses issues in traditional end-to-end models, like data scarcity and lack of melody control, by separating lyric-to-template and template-to-melody processes.

Computer Vision 52

Computer Vision Deep Learning AI AI 52