MAT9004

Mathematical foundations for data science and AI

6 credit pointsLevel 9First semester / Second semesterMalaysiaFaculty of Information Technology

基本信息

学分	6 credit points
开课学期	First semester / Second semester
校区	Malaysia
考核构成	Continuous assessment — 40% Assignment 1 — 30% Mathematical challenge — 40% Assignment 2 — 30% Scheduled final assessment (3 hours and 10 minutes) — 60%

开课安排2 条

教学期	授课方式	状态
First semester	Teaching activities are on-campus (ON-CAMPUS)	开课
Second semester	Teaching activities are on-campus (ON-CAMPUS)	开课

以上为该校区在官方资料中登记的全部开课安排，不是汇总。同一门课可能在多个教学期开课，也可能不同教学期的授课方式不同。

课程简介

Mathematical topics fundamental to computing and statistics including trees and other graphs, counting in combinatorics, principles of elementary probability theory, linear algebra, and fundamental concepts of calculus in one and several variables.

以上为 Monash Handbook 的官方原文，版权属 Monash University，此处按本站要求转载并标注出处：官方页面 ↗

学习成果6 条

官方原文（Learning outcomes），版权属 Monash University。

ULO1 Use trees and graphs to solve problems in computer science;
ULO2 Apply counting principles in combinatorics;
ULO3 Describe the principles of elementary probability theory, evaluate conditional probabilities and use Bayes' Theorem;
ULO4 Demonstrate basic knowledge and skills of linear algebra, including the manipulation of matrices, solution of linear systems, and evaluate and apply determinants;
ULO5 Explain fundamental concepts in calculus including basic differentiation and integration, and composite, inverse and parametric functions;
ULO6 Perform key skills in the calculus of functions of several variables including the calculation of partial derivatives, find tangent planes and identify stationary points, root findings and convexity for optimisation.

教学方式与预期工作量

教学方式

Problem-based learning - On-campus and Monash Online

Peer assisted learning - On-campus

预期工作量

Minimum total expected workload to achieve the learning outcomes for this unit is 144 hours per semester typically comprising a mixture of scheduled online and face to face learning activities and independent study. Independent study may include associated reading and preparation for scheduled activities. Scheduled activities may include a combination of teacher directed learning and online engagement.

官方原文，版权属 Monash University。