Invertible neural networks

• Main Author: Μπίφης, Αριστείδης
• Other Authors: Bifis, Aristeidis
• Language: English
• Published: 2022
• Subjects: Machine learning; Deep learning; Autoencoders; Invertible neural networks; Variational autoencoders; Moore–Penrose inverse; Μηχανική μάθηση; Βαθειά μάθηση; Αυτοκωδικοποιητές

In the present dissertation we are dealing with a small but quite important area. Our goal is to delve into the world of invertible neural networks. Invertible neural networks constitute a special class of networks that try to solve the problem of bijective function approximation, to learn the mappi...