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http://hdl.handle.net/2445/199220
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DC Field | Value | Language |
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dc.contributor.advisor | Juliá-Díaz, Bruno | - |
dc.contributor.author | Urgell Ollé, Núria | - |
dc.date.accessioned | 2023-06-14T07:46:39Z | - |
dc.date.available | 2023-06-14T07:46:39Z | - |
dc.date.issued | 2023-01 | - |
dc.identifier.uri | http://hdl.handle.net/2445/199220 | - |
dc.description | Treballs Finals de Grau de Matemàtiques, Facultat de Matemàtiques, Universitat de Barcelona, Any: 2023, Director: Bruno Juliá-Díaz | ca |
dc.description.abstract | [en] This thesis focuses on dissipative quantum neural networks, a subfield of quantum machine learning. Classical neural networks and the fundamental concepts of quantum mechanics, crucial for understanding quantum machine learning, are introduced from a mathematical perspective. We exhibit the parallelism between the training algorithms of classical neural networks and dissipative quantum neural networks and establish a mathematical framework to describe classical and quantum neural networks. | ca |
dc.format.extent | 58 p. | - |
dc.format.mimetype | application/pdf | - |
dc.language.iso | eng | ca |
dc.rights | cc-by-nc-nd (c) Núria Urgell Ollé, 2023 | - |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ | * |
dc.source | Treballs Finals de Grau (TFG) - Matemàtiques | - |
dc.subject.classification | Computació evolutiva | ca |
dc.subject.classification | Treballs de fi de grau | - |
dc.subject.classification | Ordinadors quàntics | ca |
dc.subject.classification | Xarxes neuronals (Informàtica) | ca |
dc.subject.classification | Aprenentatge automàtic | ca |
dc.subject.other | Evolutionary computation | en |
dc.subject.other | Bachelor's theses | - |
dc.subject.other | Quantum computers | en |
dc.subject.other | Neural networks (Computer science) | en |
dc.subject.other | Machine learning | en |
dc.title | A mathematical framework for quantum neural networks | ca |
dc.type | info:eu-repo/semantics/bachelorThesis | ca |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | ca |
Appears in Collections: | Treballs Finals de Grau (TFG) - Matemàtiques |
Files in This Item:
File | Description | Size | Format | |
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tfg_urgell_olle_nuria.pdf | Memòria | 1.44 MB | Adobe PDF | View/Open |
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