Getting Started

Each guide below includes a link to a Colab notebook that will let you experiment with each example on your own in the browser.

Contents:

• Hello World!
• Simple Example
  • Initialize Task
  • Initialize Model
    • Set Up Network Parameters
      • Initialization Parameters
      • Regularization Parameters
    • Instantiate Model
  • Train Model
    • Set Up Training Parameters
    • Train Model on Task using Training Parameters
  • Test Model
  • Get & Save Model Weights
  • Cleanup
• Biological Constraints
  • Biologically Unconstrained
  • Dale Ratio
  • Autapses
  • Connectivity
  • Fixed Weights
• Curriculum Learning
  • Instantiate Curriculum Object
  • Initialize Models
  • Train Models
    • Plot Losses
  • Cleanup
• Accessing and Modifying Weights
• Loading Model with Weights
  • Load from File
  • Load from Weights Dictionary
• Simulation in NumPy
  • Load from Model
    • Simulate Model
  • Load from File
    • Simulate Model
  • Load from Dictionary
    • Simulate Model
• Define New Task
• Define New Model
  • init
  • forward_pass
    • output_timestep
    • recurrent_timestep
• Further Extensibility – Initializations, Loss Functions, and Regularizations