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http://hdl.handle.net/2445/215503
Title: | Quantum Convolutional Neural Networks |
Author: | Ainaud Fondevila, Joan |
Director/Tutor: | Rios Huguet, Arnau Rozalén Sarmiento, Javier |
Keywords: | Xarxes neuronals convolucionals Ordinadors quàntics Treballs de fi de grau Convolutional neural networks Quantum computers Bachelor's theses |
Issue Date: | Jun-2024 |
Abstract: | A combination of Machine Learning techniques with Quantum Computing is presented in the form of a Quantum Convolutional Neural Network. This paradigm is implemented with Python to solve two simple problems. Small scaling of the complexity with respect to the input size is observed, and the detriment of architectures with a lot of depth |
Note: | Treballs Finals de Grau de Física, Facultat de Física, Universitat de Barcelona, Curs: 2024, Tutors: Arnau Rios, Javier Rozalén |
URI: | http://hdl.handle.net/2445/215503 |
Appears in Collections: | Treballs Finals de Grau (TFG) - Física |
Files in This Item:
File | Description | Size | Format | |
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Memòria-R-Ainaud-Fondevila-Joan.pdf | 586.29 kB | Adobe PDF | View/Open |
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