Simple Rules

Some Systems Based on Simple Rules...

Can be Understood, Constructed, and Leveraged (for Computation)

Some Systems Based on Simple Rules...

Generate "Emergent" Complexity and Structure

Some Systems Based on Simple Rules...

Generate Complexity Yet Are Somewhat Predictable

Deep Dive
We Don't Do Normal Zero Padding for ConvNets We Want the Conv. Kernels that predominantly learn on interior cells to also work on edge cells. So our Cellular Automata is on a Torus to eliminate edge cases, literally. But this means we need to create bespoke Toroidal Padding for TensorFlow.js Fully-Connected Network Diagram Convolutional Neural Network Diagram Network Construction Details

Hypothesis: A Reinforcement Learning Agent Can Learn To Intelligently Interact With Some Systems Based on Simple Rules ✨

Reinforcement Learning