1 code implementation • 24 Feb 2023 • Nihat Engin Toklu, Timothy Atkinson, Vojtěch Micka, Paweł Liskowski, Rupesh Kumar Srivastava
Evolutionary computation is an important component within various fields such as artificial intelligence research, reinforcement learning, robotics, industrial automation and/or optimization, engineering design, etc.
1 code implementation • 5 Aug 2020 • Nihat Engin Toklu, Paweł Liskowski, Rupesh Kumar Srivastava
In these algorithms, gradients of the total reward with respect to the policy parameters are estimated using a population of solutions drawn from a search distribution, and then used for policy optimization with stochastic gradient ascent.
1 code implementation • 17 Nov 2017 • Paweł Liskowski, Wojciech Jaśkowski, Krzysztof Krawiec
Achieving superhuman playing level by AlphaGo corroborated the capabilities of convolutional neural architectures (CNNs) for capturing complex spatial patterns.