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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?

Gain practical mastery of matrix calculations for modeling. Review essential linear algebra, construct and check design matrices, solve normal equations with regularization, apply robust numerical methods, and implement matrix-based linear and logistic regression with effective optimization for dependable results in professional settings.

Elevify advantages

Develop skills

  • Build clean design matrices and targets quickly for regression.
  • Implement logistic models using matrix methods for sigmoid, loss, and gradients.
  • Solve normal equations stably with QR, SVD, and Cholesky decomposition.
  • Identify and fix numerical problems like rank deficiency using ridge regularization.
  • Interpret model coefficients, effect sizes, and limitations from matrices.

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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SilviaNurse
Great course. A lot of valuable information.
WiltonCivil Firefighter

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