Matrix Calculation Course
Gain expertise in matrix calculations for practical modelling tasks. Strengthen your linear algebra basics, assemble design matrices, and solve logistic and linear regression problems with robust, efficient techniques suited for professional maths applications. Delve into stable methods like QR, SVD, and Cholesky to handle real-world challenges confidently.

flexible workload from 4 to 360h
valid certificate in your country
What will I learn?
This course offers a quick, hands-on way to master matrix modelling. You'll go over key linear algebra concepts, create and check design matrices, and solve normal equations using regularisation or not. Discover reliable numerical approaches, code logistic and linear regression using matrices, and use smart gradient and optimisation methods for dependable, repeatable outcomes.
Elevify advantages
Develop skills
- Set up matrix regression: quickly build neat design matrices X and targets y.
- Implement logistic models with matrices: calculate sigmoid, loss, and gradients smoothly.
- Solve normal equations: use QR, SVD, and Cholesky for reliable solutions.
- Spot numerical problems: identify rank deficiency, poor conditioning, and correct with ridge.
- Understand matrix results: analyse coefficients, effect sizes, and model boundaries.
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.What our students say
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