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Scalable neuro-symbolic machine learning

Author(s): Blaž Škrlj (Author), Nada Lavrač (Supervisor)

Year: 2022

Type: Doctoral dissertation

With the resurgence of neural network-based learning in the last decade, machine learning methods are becoming critical components of many real-life intelligent systems. However, while being able to learn effectively and at scale, such systems are often non-interpretable and unable to exploit existing symbolic background knowledge. The paradigm that offers …