Percorso della pagina
- Post-Laurea
- Scuola di Dottorato di Ricerca
- Didattica Corsi di Dottorato
- Computer Science / Informatica
- 2023-2024
- Deep Learning
- Introduzione
Titolo del corso
Deep Learning
Codice identificativo del corso
2324-114R007
Syllabus del corso
Titolo
Deep Learning
Docente(i)
Elisabetta Fersini
Lingua
Inglese
Breve descrizione
- Background concepts
- Training Deep Networks:
* Objective functions
* Activation Functions
* Regularization
* Gradient-based optimization - Focus on Deep Networks:
* Autoencoders
* Variational Autoencoders - Practical Methodology:
* Performance Metrics and baseline models
* Selecting hyper-parameters - Deep Learning in Practice: Tools, Tips and Tricks
CFU / Ore
2 CFU, 16 ore
Periodo di erogazione
Luglio 2024
Title
Deep Learning
Teacher(s)
Elisabetta Fersini
Language
English
Short description
- Background concepts
- Training Deep Networks:
* Objective functions
* Activation Functions
* Regularization
* Gradient-based optimization - Focus on Deep Networks:
* Autoencoders
* Variational Autoencoders - Practical Methodology:
* Performance Metrics and baseline models
* Selecting hyper-parameters - Deep Learning in Practice: Tools, Tips and Tricks
CFU / Hours
2 CFU, 16 hours
Teaching period
July 2024