Matrix Calculation Course
Master matrix calculations for practical modeling in professional maths work. Build strong linear algebra foundations, construct reliable design matrices, and compute stable solutions for logistic and linear regression using efficient numerical methods for dependable, reproducible results every time.

from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
This Matrix Calculation Mastery Course offers a quick, hands-on route to expert matrix-based modeling. Review essential linear algebra, build and check design matrices, solve normal equations with or without regularization. Master stable numerical techniques, code logistic and linear regression in matrix style, and use smart gradient and optimization methods for solid, repeatable outcomes.
Elevify advantages
Develop skills
- Build clean design matrices X and targets y quickly for regression.
- Compute sigmoid, loss, and gradients efficiently for logistic models in matrix form.
- Solve normal equations stably using QR, SVD, and Cholesky decompositions.
- Diagnose and fix numeric issues like rank loss and ill-conditioning with ridge regularization.
- Interpret matrix outputs including coefficients, effect sizes, and model limitations.
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 are saying
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