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CSAIL, Prof. Dina VE : Jerry (Andy), Prof. Mina VE : Felicia (Jerry) -…
CSAIL
AXI
Numbers Classifier
CNN
Digits Dataset
MNIST Dataset
MLP
MNIST Dataset
Digits Dataset
KNN
MNIST Dataset
Digits Dataset
Cats & Dogs Classifier
CNN
Try to replicate Andy’s result
Download factory's data
PCB Warpage
Reduced Order Model (ROM)
POD (Proper Orthogonal Decomposition)
POD 本來就是為少量高成本模擬設計。
很多航空、CAE、熱流分析都在用。
Gaussian Process Regression (GPR)
Bayesian Optimization
Physics-Informed Neural Network (PINN)
必須先寫出 Governing Equation：
Plate Theory
Thermal Expansion Model
Residual Stress Model
很多製程效應其實寫不出來：
Resin shrinkage
這會讓 PINN 很難
Copper redistribution
Lamination residual stress
Prof. Dina
VE : Jerry (Andy)
Prof. Mina
VE : Felicia (Jerry)