Matrix Calculation Course
This course equips you with essential skills in matrix calculations for practical modelling. You will strengthen your linear algebra knowledge, create robust design matrices, and apply stable methods to solve linear and logistic regression problems, ensuring reliable outcomes in professional mathematical applications.

4 to 360 hours flexible workload
valid certificate in your country
What will I learn?
Gain proficiency in matrix-based modelling through this course. Master fundamental linear algebra, construct and verify design matrices, solve normal equations with regularisation, employ numerically stable techniques, and implement matrix forms of logistic and linear regression alongside optimisation methods for dependable results.
Elevify advantages
Develop skills
- Build precise design matrices and targets swiftly.
- Implement logistic regression in matrix format with efficient computations.
- Solve normal equations using QR, SVD, and Cholesky decompositions.
- Identify and resolve numerical instability with ridge regularisation.
- Analyse matrix results for coefficients and model insights.
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.What our students say
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