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

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

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

Afiliación

Ali H; Christ (Deemed to Be University), Bangalore, 560029, Karnataka, India.
Muthudoss P; A2Z4.0 Research and Analytics Private Limited, Chennai, 600062, Tamilnadu, India.
Chauhan C; NuAxon Bioscience Inc., Bloomington, Indiana, 47401-6301, USA.
Kaliappan I; School of Pharmaceutical Sciences, Vels Institute of Science, Technology & Advanced Studies (VISTAS), Velan Nagar P.V. Vaithiyalingam Road Pallavaram 600117, Chennai, Tamilnadu, India.
Kumar D; The Machine Learning Company, Pune, India.
Paudel A; School of Pharmacy, Hindustan Institute of Technology and Science (HITS), Padur, 603 103, Chennai, Tamilnadu, India.
Ramasamy G; Department of Pharmaceutical Engineering & Technology, IIT (BHU), Varanasi, 221011, Uttar Pradesh, India.

AAPS PharmSciTech ; 24(8): 254, 2023 Dec 07.

Article en En | MEDLINE | ID: mdl-38062329

Asunto(s)

Algoritmos; Espectroscopía Infrarroja Corta; Reproducibilidad de los Resultados; Redes Neurales de la Computación; Aprendizaje Automático

Palabras clave

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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Texto completo: 1 Banco de datos: MEDLINE Asunto principal: Algoritmos / Espectroscopía Infrarroja Corta Idioma: En Año: 2023 Tipo del documento: Article

Texto completo

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PubMed Links

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Texto completo: 1 Banco de datos: MEDLINE Asunto principal: Algoritmos / Espectroscopía Infrarroja Corta Idioma: En Año: 2023 Tipo del documento: Article