
Worked on the amperity/amperity-docs repository to deliver comprehensive documentation updates for two model ensembles: product affinity and predicted customer lifetime value (pCLV). Focused on data analysis, data modeling, and statistical modeling, the work involved replacing a legacy build wizard with detailed model lifecycle steps and expanding sections on outputs, exports, metrics, and hyperparameters. Using reStructuredText, the documentation now includes revised UI guidance, lifecycle workflows, and validation plans. These updates streamline onboarding, reduce deployment risk, and support cross-team adoption by clarifying model architectures and usage, while thorough test plans and local Sphinx build checks ensure documentation quality and reliability.
April 2026: Completed comprehensive documentation updates for two model ensembles (product affinity and pCLV), including redesigned UI guidance, lifecycle workflows, and validation/testing plans. Replaced legacy build wizard with model lifecycle steps, expanded sections for outputs, exports, metrics, and hyperparameters, and updated taxonomy. No critical bugs reported. These changes reduce onboarding time, reduce deployment risk, and improve cross-team adoption of model architectures.
April 2026: Completed comprehensive documentation updates for two model ensembles (product affinity and pCLV), including redesigned UI guidance, lifecycle workflows, and validation/testing plans. Replaced legacy build wizard with model lifecycle steps, expanded sections for outputs, exports, metrics, and hyperparameters, and updated taxonomy. No critical bugs reported. These changes reduce onboarding time, reduce deployment risk, and improve cross-team adoption of model architectures.

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