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Matrix Calculation Course

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

What will I learn?

This course provides a quick, hands-on way to master matrix modelling. Review essential linear algebra, create and check design matrices, solve normal equations with or without regularization. Master reliable numerical techniques, code logistic and linear regression using matrices, and use effective gradient and optimisation methods for consistent results.

Elevify advantages

Develop skills

  • Set up matrix regression: quickly construct clean design matrices X and targets y.
  • Implement logistic models with matrices: calculate sigmoid, loss, and gradients effectively.
  • Solve normal equations stably: use QR, SVD, and Cholesky decompositions for robust solutions.
  • Identify numerical problems: spot rank deficiency, ill-conditioning, and correct with ridge regression.
  • Analyse matrix results: interpret 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

Your classes are perfect. I purchased the one-year package and finally have the opportunity to follow various topics of my interest without needing to change platforms... I thank you for everything you do, I've already recommended you to other people...
Giulio Carlo
Giulio CarloDigital Marketing Student
I like how the lessons are straight to the point and how I can switch chapters and skip content I don't need.
Mariana Ferres
Mariana FerresPhotography Student
I like the content and the way videos are presented and transcribed, which speeds up the process!
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Luciana AlvarengaNail Design Student
The platform is fast, simple to use. The diversity of content and complementary videos really help with learning.
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André FelipePrompt Engineering Student

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