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Matrix Calculation Course

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

What will I learn?

Gain practical expertise in matrix calculations for modelling. Master essential linear algebra, construct and check design matrices, solve normal equations with regularization, use robust numerical techniques, and implement efficient linear and logistic regression plus optimization for dependable results.

Elevify advantages

Develop skills

  • Build clean design matrices X and targets y quickly for regression.
  • Implement logistic models using matrix forms for sigmoid, loss, and gradients.
  • Solve normal equations stably with QR, SVD, and Cholesky methods.
  • Identify and fix numeric problems like rank loss using ridge regularization.
  • Interpret matrix results including coefficients and model limitations.

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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Very great course. Lots of rich information.
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