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Machine Learning toolbox, for Extreme Q-Learning Machine (EQLM), Q-Learning and Genetic Programming (GP)

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smart-ml

Strathclyde Mechanical and Aerospace Research Toolbox for Machine Learning

Please refer to the subfolder for detailed explanation of the algorithms and their usage:

  • Extreme Q-Learning Machine (EQLM) is a Q-learning algorithm which performs network weight updates using ELM. Specifically, the upgrade mechanism is an incremental form of ELM referred to as LS-IELM. Example of the application of the learning scheme to the cart pole system provided.
  • Genetic Programming (GP) Contains different variations of the Genetic Programming (GP) algorithm and different GP-based control schemes

The requirements.txt file can be used to install the libraries used in the smart-ml folder.

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Machine Learning toolbox, for Extreme Q-Learning Machine (EQLM), Q-Learning and Genetic Programming (GP)

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  • Python 57.4%
  • Jupyter Notebook 42.6%