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Matrix Calculation Course

Matrix Calculation Course
4 to 360 hours of flexible workload
certificate valid in your country

What Will I Learn?

This course provides a quick, hands-on guide to mastering matrix modelling. Participants will revisit essential linear algebra concepts, construct and verify design matrices, and solve normal equations using regularisation techniques. You will explore robust numerical approaches, apply matrix-based logistic and linear regression, and use effective gradient and optimisation methods for consistent, dependable outcomes.

Elevify Advantages

Develop Skills

  • Set up matrix regression efficiently: construct precise design matrices X and targets y swiftly.
  • Implement logistic models using matrices: calculate sigmoid, loss functions, and gradients effectively.
  • Solve normal equations reliably: utilise QR, SVD, and Cholesky decompositions for robust solutions.
  • Identify and resolve numerical problems: spot rank deficiency, ill-conditioning, and apply ridge regularisation.
  • Analyse matrix results: interpret coefficients, effect magnitudes, and model constraints accurately.

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.
Workload: between 4 and 360 hours

What our students say

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The course was essential to meet the expectations of my boss and the company I work for.
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Great course. Lots of valuable information.
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