Machine Learning for Bioprocess Data

Machine Learning for Bioprocess Data

Advanced Analytics and Pitfall Avoidance for Biomanufacturing

PorRichard Braatz

Usualmente se imprime en 3 - 5 días hábiles
Leverage Machine Learning To Revolutionize Bioprocessing Biomanufacturing and bioprocessing generate vast amounts of data, but extracting actionable insights requires advanced techniques. Machine Learning for Bioprocess Data is a comprehensive guide that empowers scientists, engineers, and data professionals to harness AI and machine learning for process optimization, predictive modeling, and real-time analytics in biological systems. This book goes beyond theory—it provides practical methods, frameworks, and strategies for applying AI to complex bioprocess challenges. From understanding biological variability to deploying predictive models, you’ll learn how to unlock efficiency, accuracy, and innovation in biomanufacturing. Inside this book, you will discover: Advanced techniques for applying machine learning models to bioprocess data, including methods for feature selection, dimensionality reduction, and model validation in biological systems. Comprehensive strategies for bioprocess modeling and optimization using AI, enabling more accurate predictions, enhanced yield, and reduced development time in large-scale production. Detailed guidance on avoiding common pitfalls in data-driven biomanufacturing, such as overfitting, poor data quality, and bias in predictive analytics for biological processes. Practical workflows for integrating AI and ML into bioprocess pipelines, covering data collection, preprocessing, model deployment, and continuous monitoring for adaptive process control. Insights into leveraging AI-driven automation for real-time bioprocess monitoring, anomaly detection, and process control to ensure product consistency and regulatory compliance. Forward-looking perspectives on artificial general intelligence, ethical considerations, and the role of AI in shaping the future of bioprocess innovation, sustainability, and personalized biomanufacturing. Whether you are a bioprocess engineer, data scientist, or biotech professional, this book equips you with the knowledge and tools to transform bioprocessing through machine learning and advanced analytics. Elevate your expertise and stay at the forefront of AI-powered biomanufacturing today!

Detalles

Fecha de publicación
Aug 27, 2025
Idioma
English
ISBN
9781326185077
Categoría
Computadoras y tecnología
Copyright
Todos los derechos reservados - Licencia estándar de copyright
Contribuyentes
Por (autor o autora): Richard Braatz

Especificaciones

Páginas
159
Tipo de encuadernación
Tapa blanda Tapa blanda
Color de interior
Blanco y negro
Dimensiones
Carta EE.UU. (8,5 x 11 in / 216 x 279 mm)

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