Property covariance and prediction Predicting Large Scale Properties from Few-Atom Simulations ML-PDE solvers Heat Flux Sensors Development and Calibration of Microscale Heat Flux Sensors Fabricated on Bulk Copper Substrates Topology Optimization using Machine Learning Topology Optimization using Machine Learning