From the Perspective of the Machine:Sonification and Visualisation of neural network embeddings as a cutting-edge resource for audiovisual composition
Lead Research Organisation:
University of Manchester
Department Name: Arts Languages and Cultures
Abstract
From the Perspective of the Machine: Sonification and Visualisation of neural network embeddings as a cutting-edge resource for audiovisual composition and a means to illuminate the process of machine learning.
My research aims to implement embeddings in order to explore aesthetically sonic and visual representations of the learning process of artificial neural networks, to propose and investigate a parallelism between aspects of audiovisual composition and machine learning terms and concepts, and to contribute to the understanding of the training process in various machine learning models.
My research aims to implement embeddings in order to explore aesthetically sonic and visual representations of the learning process of artificial neural networks, to propose and investigate a parallelism between aspects of audiovisual composition and machine learning terms and concepts, and to contribute to the understanding of the training process in various machine learning models.
Organisations
People |
ORCID iD |
Ricardo Climent (Primary Supervisor) | |
Anastasios Asonitis (Student) |
Publications
Asonitis T
(2023)
SonOpt: understanding the behaviour of bi-objective population-based optimisation algorithms through sound
in Genetic Programming and Evolvable Machines
Studentship Projects
Project Reference | Relationship | Related To | Start | End | Student Name |
---|---|---|---|---|---|
EP/R513131/1 | 01/10/2018 | 30/09/2023 | |||
2492452 | Studentship | EP/R513131/1 | 01/10/2020 | 30/09/2023 | Anastasios Asonitis |
EP/T517823/1 | 01/10/2020 | 30/09/2025 | |||
2492452 | Studentship | EP/T517823/1 | 01/10/2020 | 30/09/2023 | Anastasios Asonitis |