Using Training Curriculum with Deep Reinforcement Learning. On the Importance of Starting Small Cover Image

Wykorzystywanie programów uczenia w głębokim uczeniu przez wzmacnianie. O istocie rozpoczynania od rzeczy małych
Using Training Curriculum with Deep Reinforcement Learning. On the Importance of Starting Small

Author(s): Michał Koziarski, Krzysztof Kwater, Michał Woźniak
Subject(s): Education, Methodology and research technology
Published by: Wydawnictwo Oświatowe FOSZE
Keywords: deep reinforcement learning; transfer learning; lifelong learning; curriculum learning;

Summary/Abstract: Reinforcement learning algorithms are being used to solve problems with ever-increasing level of complexity. As a consequence, training process becomes harder and more computationally demanding. Using transfer learning can partially elevate this issue by taking advantage of previously acquired knowledge. In this paper we propose a novel test environment and experimentally evaluate impact of using curriculum with deep Q-learning algorithm.

  • Issue Year: IX/2018
  • Issue No: 2
  • Page Range: 220-226
  • Page Count: 7
  • Language: Polish