James Sanders

Senior data scientist and ML engineer (~25 years) building production time-series pipelines — GRU-based load forecasting on 167M+ smart meter readings (Stem/NVIDIA), AMI gap-filling and imputation architectures, and predictive models with measured business impact (F1 0.82, 9-point A/B lift in an EdTech deployment). Here to compare notes on grid AI and where foundation models break down in production.