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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 offers a quick, hands-on way to master matrix modeling. Review key linear algebra concepts, 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 optimization methods for consistent results.

Elevify advantages

Develop skills

  • Set up matrix regression: quickly build 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 and fix numerical problems: spot rank deficiency, ill-conditioning, and apply ridge regularization.
  • Analyze 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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The course was essential to meet the expectations of my boss and the company where I work.
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Very great course. Lots of rich information.
WiltonCivil Firefighter

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