Machine Learning-Enabled NIR Spectroscopy. Part 3: Hyperparameter by Design (hyd) Based ANN-MLP Optimization, Model Generalizability, and Model Transferability

Hussain Ali,Prakash Muthudoss, Chirag Chauhan,Ilango Kaliappan,Dinesh Kumar,Amrit Paudel,Gobi Ramasamy

AAPS PHARMSCITECH（2023）

引用 3|浏览9

关键词

Artificial Neural Network Multilayer Perceptron (ANN-MLP),data-driven modelling,design of experiments (DoE),hyperparameter optimization,model generalizability,model lifecycle management,model transferability,near infrared (NIR),process monitoring,statistical process control (SPC),target drift detection

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