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Matrix Calculation Course

Matrix Calculation Course
4 to 360 hours flexible workload
valid certificate in your country

What will I learn?

This course offers a quick, hands-on way to master matrix modelling. You'll cover essential linear algebra, create and check design matrices, and solve normal equations using regularisation. Discover reliable numerical techniques, code logistic and linear regression in matrix format, and use smart gradient and optimisation methods for consistent results.

Elevify advantages

Develop skills

  • Set up matrix regression: quickly build precise design matrices X and targets y.
  • Implement logistic models in matrices: calculate sigmoid, loss, and gradients effectively.
  • Solve normal equations: use QR, SVD, and Cholesky for stable solutions.
  • Spot numerical problems: identify rank deficiency, ill-conditioning, and correct with ridge.
  • Analyse matrix results: understand coefficients, effect sizes, and model constraints.

Suggested summary

Before starting, you can change the chapters and the workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.
Workload: between 4 and 360 hours

What our students say

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EmersonPolice Investigator
The course was essential to meet the expectations of my boss and the company I work for.
SilviaNurse
Great course. Lots of valuable information.
WiltonCivil Firefighter

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