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Multivariate Data Analysis (MVDA) – Web Course

Multivariate Data Analysis (MVDA) – Web Course

$1,050.00

Using the latest multivariate techniques, participants will learn how to interpret complex data quickly and confidently. Discover the secrets of overviewing data tables and also learn how to build robust predictive models that turn data into decisions. The course is composed of lectures, software demonstrations and computer exercises in software SIMCA®, based on real-life datasets. We always strive to deliver great training with focus on the participants and the learning capacity. To ensure a good training quality, the trainings are split over four sessions. One home exercise per session is included and it is expected that the course delegates work on each exercise outside the session time.

COURSE OBJECTIVE

The objective of this course is to show how to convert data tables to robust and reliable models and figures that can be easily interpreted and overviewed. Multivariate modeling is a powerful tool used in research, development, production and quality control in diverse industries ranging from Pharma and Biotech to car and steel industry.

WHO SHOULD PARTICIPATE?

The course is intended for researchers, scientists and engineers working with collection and interpretation of data. Methods are general and usable in most fields, where the aim is to gain maximum information from the data. No prior knowledge of statistics is assumed.

SELECTED COURSE CONTENT

  • Organization, visualization and treatment of different types of data
  • Multivariate data modeling and diagnostics
  • Understanding PCA, PLS and OPLS
  • Model interpretation
  • Possibilities for real-time process monitoring

LANGUAGE INFORMATION

Seminars are given in the language stated. In-depth discussion, course material and printed material are in English hence knowledge of English is required.


SCHEDULE

Session 1 (3.5h): Introduction to MVDA

  • Introduction to Sartorius Data Analytics
  • The need for multivariate data analysis
  • Introduction to PCA
  • Principal Component Analysis (PCA) for overview of data tables
  • Software click-along demo
  • One home exercise

Session 2 (3.5h): Data Preprocessing, PCA Applications

  • Variable scaling
  • Variable centering
  • Geometrical interpretation
  • Model evaluation
  • PCA applications – how does PCA bring value?
  • Software click-along demo
  • One home exercise

Session 3 (3.5h): Introduction to OPLS, Visualization

  • Introduction to Orthogonal Partial Least Squares, OPLS
  • Regression models. Prediction of responses Y from parameters X
  • Model diagnostics and validation of a PLS and an OPLS model
  • Software click-along demo
  • One home exercise

Session 4 (3.5h): OPLS Applications – how does OPLS bring value?

  • Discriminant Analysis
  • Spectroscopy/Multivariate calibration
  • Batch process modelling
  • Software click-along demo
  • One home exercise
  • Course debriefing and final Q&A

 

COURSE MATERIAL AND SOFTWARE

The electronic course material (course slides and exercises) and the SIMCA® course license will be sent out by email two weeks before the course starts. SIMCA® needs admin rights to be installed so please contact IT soonest. Sartorius cannot help you to install SIMCA®. We recommend you have two screens or one projector and one PC in order to follow the course and demos easily. However this is not required.

 

PREPARATION

We recommend to listen to “Multivariate data analysis (MVDA) for the beginner” before course start (watch recording)

If you have any questions, please do not hesitate to send an e-mail to: umetrics_academy@sartorius-stedim.com

 

COST AND CONDITIONS

Cancellations received later than two weeks before the course starts will not be refunded. For courses cancelled more than two weeks before the course starts, Sartorius Stedim Data Analytics AB will retain 10% of the course fee to cover administrative costs and the rest of the amount will be refunded.

Course participant(s) can be substituted by the registering company as long as Sartorius Stedim Data Analytics AB is notified.

Sartorius Stedim Data Analytics AB are providing courses based on a sufficient number of registrants. Therefore, Sartorius Stedim Data Analytics AB reserves the right to cancel the course 14 days prior to the course start date, if the number of registrants is too low. Full refund will be made to these registrants. A 10% discount will be made to any registrant(s) enrolling in the next available course.


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