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Chemometrics II: Regression and Partial Least Squares

Sep 29, 2020

September 29, 2020 - October 1, 2020


Eigenvector Research, Inc. is pleased to bring you Chemometrics II: Regression and Partial Least Squares (PLS), an online instructor-led live short course. Complete information about the course can be found by following the links below.

Course Description

If PCA is the most important chemometric and machine learning method, then Partial Least Squares (PLS) regression is a very close second. Chemometrics II — Regression and PLS covers regression methods starting with Classical Least Squares (CLS) and Multiple Linear Regression (MLR) and culminates in Principal Components Regression (PCR) and PLS Regression. Students will learn to safely apply the methods to create predictive models in a variety of applications. The course includes hands-on computer time for participants to work example problems using PLS_Toolbox or Solo.

Prerequisites

Linear Algebra for Chemometricians and Chemometrics I: PCA or equivalent experience. MATLAB for Chemometricians may also be helpful.

Course Outline

  1. Nomenclature and Conventions
  2. Classical Least Squares (CLS)
  3. Inverse Least Squares (ILS) models
  4. Multiple Linear Regression (MLR)
  5. Ridge Regression (RR)
  6. Principal Components Regression (PCR)
  7. Determination of number of PCs – Cross Validation
  8. Partial Least Squares (PLS)
  9. Interpreting PLS Models
  10. Outlier detection and model diagnostics
  11. Example datasets: pseudo-gasoline, SFCM temperature/level, styrene-butadiene copolymers

Course Fee

Prices include instruction, course materials (provided in advance in .pdf format), a certificate of completion and access to the recorded class sessions. Prices shown are shown below. Payment must be received by 5pm PDT, Monday, September 28, 2020.

Regular
Academic
Chemometrics II: Regression and Partial Least Squares
$395
$125

Note: Payment must be received by 5pm PDT, Monday, September 28, 2020. Credit card orders are strongly encouraged. Acceptable forms of payment include MasterCard, VISA, American Express, and checks drawn on a US bank. Wire transfers can also be arranged.

Academic discount: University students and faculty are eligible for the academic rate. Verification of University affiliation is required by providing valid university mailing and e-mail address. Note that we define academic as “degree granting institution.”

How to Register, Deadlines and Cancellations

To register, login to your Eigenvector account, or create an account, then select the class you would like to attend under the “Purchase” tab. You can pay directly with your MasterCard, VISA or American Express using our secure credit card processing. You may ask to be invoiced, however, Payments must be received by 5pm PDT, Monday 28, September, 2020.

Complete refunds will be made for cancellations prior to Friday, September 25, 2020. No refunds will be made for cancellations after that date, however, substitutions are gladly accepted.

Schedule

Chemometrics II: Regression and PLS will be taught in two sessions of 3.5 hours each on Tuesday, September 29 and Thursday, October 1. The schedule each day will be as follows.

Daily Schedule, Pacific Daylight Time (PDT)
06:45 – 07:00 WebEx available for login *
07:00 – 08:00 Instruction
08:00 – 08:10 Coffee Break
08:10 – 09:10 Instruction
09:10 – 09:20 Coffee Break
09:20 – 10:20 Instruction
10:20 – 10:30 Wrap-up and questions

* 7:00 am PDT is 10:00am in New York, 15:00 in London and 16:00 in Paris.

Can’t make it at this time? The sessions will be recorded and made available to course participants for their use for one year after the event.