List Of Optimizations

Implementation Optimizations

• Used tables of tables and external functions for efficient tensor calculations instead of space-intensive object-oriented formats.

Mathematical Optimizations

• Used sufficient statistics for statistical models to avoid computationally expensive batch training.

• If available, the more computationally efficient formula is used instead of the original formula.

Roblox-Specific Optimizations

• Almost all model parameters are stored as tables of tables. This reduces the number of data needed to store inside Roblox’s DataStores compared to dictionaries.

• All models have task.wait() per iteration to avoid eating up all computational resources.