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Matrix Calculation Course

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

What will I learn?

This course offers a quick, hands-on way to master matrix modelling. You'll go over key linear algebra concepts, create and check design matrices, and solve normal equations using regularisation or not. Discover reliable numerical approaches, code logistic and linear regression using matrices, and use smart gradient and optimisation methods for dependable, repeatable outcomes.

Elevify advantages

Develop skills

  • Set up matrix regression: quickly build neat design matrices X and targets y.
  • Implement logistic models with matrices: calculate sigmoid, loss, and gradients smoothly.
  • Solve normal equations: use QR, SVD, and Cholesky for reliable solutions.
  • Spot numerical problems: identify rank deficiency, poor conditioning, and correct with ridge.
  • Understand matrix results: analyse coefficients, effect sizes, and model boundaries.

Suggested summary

Before starting, you can change the chapters and 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 where I work.
SilviaNurse
Very great course. Lots of valuable information.
WiltonCivil Firefighter

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