Dear Editors, We present a paper for ``FreqAI`` a machine learning sandbox for researchers and citizen scientists alike. There are a large number of authors, however all have contributed in a significant way to this paper. For clarity the contribution of each author is outlined: - Robert Caulk : Conception and software development - Elin Tornquist : Theoretical brainstorming, data analysis, tool dev - Matthias Voppichler : Software architecture and code review - Andrew R. Lawless : Extensive testing, feature brainstorming - Ryan McMullan : Extensive testing, feature brainstorming - Wagner Costa Santos : Major backtesting developments, extensive testing - Pascal Schmidt : Extensive testing, feature brainstorming - Timothy C. Pogue : Webhooks forecast sharing - Stefan P. Gehring : Extensive testing, feature brainstorming - Johan van der Vlugt : Extensive testing, feature brainstorming