no code implementations • 21 Dec 2020 • Alexander Sagel, Amit Sahu, Stefan Matthes, Holger Pfeifer, Tianming Qiu, Harald Rueß, Hao Shen, Julian Wörmann
This white paper provides an introduction and discussion of this emerging field in machine learning research.
no code implementations • 14 Dec 2020 • Amit Sahu, Noelia Vállez, Rosana Rodríguez-Bobada, Mohamad Alhaddad, Omar Moured, Georg Neugschwandtner
The case studies demonstrate the usage of the dependability kit to obtain insights about the NN model and how they informed the development process of the neural network model.
3 code implementations • 16 Oct 2018 • Kumar Shridhar, Ayushman Dash, Amit Sahu, Gustav Grund Pihlgren, Pedro Alonso, Vinaychandran Pondenkandath, Gyorgy Kovacs, Foteini Simistira, Marcus Liwicki
In this paper, we introduce the use of Semantic Hashing as embedding for the task of Intent Classification and achieve state-of-the-art performance on three frequently used benchmarks.
no code implementations • 14 Feb 2017 • Amit Sahu
Neural networks are able to process tasks like image recognition (better than humans) but in memory aspects are still limited (by attention mechanism, size).