Reinforcement Learning Algorithms with Python

Results

The following diagram shows the results. This plot presents both the learning curve of ESBAS: the complete portfolio (comprising the three neural networks that were listed previously) in the darker shade; and the learning curve of ESBAS, with only one best performing neural network (a deep neural network with two hidden layers of size 64) in orange. We know that ESBAS with only one algorithm in the portfolio will not really leverage the potential of the meta-algorithm, but we introduced it in order to have a baseline with which to compare the results. The plot speaks for itself, showing the blue line always above the orange, thus proving that ESBAS actually chooses the best available option. The unusual shape is due to the fact that ...