wax.modules package

Gym modules

In WAX-ML, an agent and environments are simple functions:

A Gym feedback loops can be represented with the diagram:

Equivalently, it can be described with the pair of init and apply functions:

gym_feedback

Gym feedback between an agent and a Gym environment.

Online Learning

WAX-ML contains a module to perform online learning for supervised problems.

online_supervised_learner

Other Haiku modules

buffer	Buffer module.
diff	Diff module.
ewma	Exponentioal moving average module.
ewmcov	Exponentially weighted variance module.
ewmvar	Exponentially weighted variance module.
has_changed	Detect if something has changed.
lag	Delay operator.
ohlc	Open-High-Low-Close binning.
pct_change	Relative change between the current and a prior element.
rolling_mean	Rolling mean.
update_on_event	Apply a module when an event occur otherwise return last computed output.