Will Mcginnis is Chief Data Scientist at Scale Venture Partners in Atlanta, building explainable AI infrastructure that augments early-stage investment decision-making. He brings 12 years of experience across startups and enterprise, co-founding Predikto (creator of the MAX ML engine), leading teams of 60+ and driving successful exits to Fortune 50 acquirers. His work spans rare-class mining, model interpretability, distributed ML systems, large-scale document processing, and GenAI-powered semantic search for valuations and entity resolution. A former head of data science at J.P. Morgan/Aumni and Raytheon, he pairs enterprise BI and production deployment experience with research-grade methods. An engineer and tinkerer at heart, his mechanical-engineering roots—multi-body wear simulation and satellite-control optimization—inform a systems-first approach to scalable, interrogable ML.
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