Matrix Calculation Course
Get skilled in matrix calculations for practical modelling tasks. Strengthen your linear algebra basics, put together design matrices, and solve logistic and linear regression problems with dependable, efficient techniques suited for professional maths work. Build confidence in handling complex computations reliably.

flexible workload of 4 to 360h
valid certificate in your country
What will I learn?
This course offers a quick, hands-on way to master matrix calculations for modelling. You'll go over key linear algebra concepts, create and check design matrices, and solve normal equations using regularisation where needed. Discover reliable numerical approaches, code logistic and linear regression using matrices, and use smart gradient and optimisation methods for consistent results every time.
Elevify advantages
Develop skills
- Set up matrix regression: quickly build solid design matrices X and targets y.
- Implement logistic models with matrices: calculate sigmoid, loss, and gradients smoothly.
- Solve normal equations stably: use QR, SVD, and Cholesky for accurate results.
- Spot and fix numerical problems: identify rank issues, poor conditioning, and apply ridge fixes.
- Understand matrix results: interpret coefficients, effect sizes, and model boundaries.
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 workloadWhat our students say
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