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Preprocessing Revisited

Offered By: Chemometrics & Machine Learning in Copenhagen via YouTube

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Data Preprocessing Courses Machine Learning Courses Cross-Validation Courses Chemometrics Courses

Course Description

Overview

Explore new developments in chemometric preprocessing through a 55-minute webinar featuring Federico Marini. Delve into strategies for reducing unwanted variability in experimental data, including a novel approach that treats differently preprocessed spectra as multi-block data. Learn about Variable Sorting for Normalization, an alternative to traditional data normalization techniques. Examine ensemble techniques, multiblock analysis, and various PLS methods including sequential, orthogonalized, and parallel approaches. Gain insights into crossvalidation procedures and engage with a Q&A session covering topics such as the optimal order of preprocessing steps.

Syllabus

Introduction
Preprocessing strategy
Ensemble technique
Multiblock
Sequential and orthogonalized pls
Results
Comments
Parallel and orthogonalized PLS
Crossvalidation
Rosa
Conclusion
Questions
Order of preprocessing
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Taught by

Chemometrics & Machine Learning in Copenhagen

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