Matrix Calculation Course
Gain command over matrix computations for practical modelling tasks. Establish strong linear algebra basics, assemble design matrices, and derive solutions for logistic and linear regression employing stable, efficient techniques suited to professional maths applications. Delve into numerical stability, regularisation strategies, and model interpretation for superior results in real scenarios.

4 to 360 hours flexible workload
valid certificate in your country
What will I learn?
This course provides a rapid, hands-on route to expert matrix modelling skills. You'll revisit essential linear algebra concepts, construct and check design matrices, and solve normal equations using regularisation where needed. Master robust numerical approaches, code logistic and linear regression via matrices, and use optimised gradient methods for dependable, repeatable outcomes.
Elevify advantages
Develop skills
- Set up matrix regression: quickly create precise design matrices X and targets y.
- Implement logistic models using matrices: efficiently calculate sigmoid, loss, and gradients.
- Solve normal equations stably: utilise QR, SVD, and Cholesky decompositions for reliable fits.
- Identify and resolve numerical problems: spot rank deficiency, ill-conditioning, and correct with ridge regularisation.
- Analyse matrix results: interpret coefficients, effect magnitudes, and model constraints.
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
FAQs
Who is Elevify? How does it work?
Do the courses come with a certificate?
Are the courses free?
What is the duration of the courses?
What are the courses like?
How do the courses work?
What is the duration of the courses?
What is the cost or price of the courses?
What is an online course and how does it work?
PDF Course