# Mathematics for Machine Learning

Bachelor of Digital Science, *Universiti Brunei Darussalam, Digital Science*, 2023

Students will learn Mathematics for Machine Learning.

# ZZ-1205

- Linear Algebra
- Introduction to Linear Algebra and to Mathematics for Machine Learning
- Vectors are objects that move around space
- Matrices in Linear Algebra: Objects that operate on Vectors
- Matrices make linear mappings

- Multivariate Calculus
- What is calculus?
- Multivariate calculus
- Multivariate chain rule and its applications
- Taylor series and linearisation

- PCA
- Statistics of Datasets
- Inner Products
- Orthogonal Projections
- Principal Component Analysis

## Assessment

- Coursework: 100%

## Academic Calendar

Jan 3 - Jan 8 | Fresherâ€™s Week |
---|---|

Jan 9 - Feb 26 | Classes |

Feb 27 - Mar 5 | Mid Semester Break |

Mar 6 - Apr 23 | Classes |

Apr 27 - Apr 30 | Revision Week |

May 1 - May 14 | Examination |

Monday 11:50-1:40 APB G.35

Thursday 9:50-11:40 APB G.35