Examples

Basic Functions

We provide some examples of MLPro’s basic funcionalities implementation, which is available on our GitHub file.

• File 01: (Various) Log and Timer

• File 02: (Math) Spaces, subspaces and elements

• File 03: (Various) Store, plot, and save variables

• File 04: (ML) Hyperparameters setup

Moreover, you can find the UML diagram of MLPro’s basic funcionalities here.

Reinforcement Learning

We provide some examples of MLPro’s RL funcionalities implementation, which is available on our GitHub file.

• File 01: (RL) Types of reward

• File 02: (RL) Run agent with own policy with gym environment

• File 03: (RL) Train agent with own policy on gym environment

• File 04: (RL) Run multi-agent with own policy in multicartpole environment

• File 05: (RL) Train multi-agent with own policy on multicartpole environment

• File 06: (RL) A2C Implementation

• File 08: (RL) Run own agents with petting zoo environment

Moreover, you can find the UML diagram of MLPro’s RL funcionalities here.

Game Theory

We provide some examples of MLPro’s GT implementation, which is available on our GitHub file.

• File 06: (GT) Run multi-player with own policy in multicartpole game board

• File 07: (GT) Train own multi-player with multicartpole game board

Moreover, you can find the UML diagram of MLPro’s GT funcionalities here.

User Interface

We provide some examples of MLPro’s SciUI funcionalities implementation, which is available on our GitHub file.

• File 01: (SciUI) - Reuse of interactive 2D,3D input space

Moreover, you can find the UML diagram of MLPro’s UI funcionalities here.