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MAT9004中等2 学分已补充 Handbook

Mathematical foundations for data science

莫纳什大学·Monash University·墨尔本
💪 压力
3 / 5
⭐ 含金量
4 / 5
👥 选课人数
0

📖 课程概览

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.

📋 Workload

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.

🎯 学习成果

Outcome 1

Explain fundamental concepts in calculus including basic differentiation and integration, and composite, inverse and parametric functions;

Outcome 2

Use trees and graphs to solve problems in computer science;

Outcome 3

Demonstrate basic knowledge and skills of linear algebra, including the manipulation of matrices, solution of linear systems, and evaluate and apply determinants;

Outcome 4

Describe the principles of elementary probability theory, evaluate conditional probabilities and use Bayes' Theorem;

Outcome 5

Apply counting principles in combinatorics;

Outcome 6

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.

📝 考核构成

1 - Quiz / Test

40%
LO: 5

3 - Written

30%
LO: 4, 5

5 - Quiz / Test

40%
LO: 1, 2, 3, 4, 5, 6

4 - Written

30%
LO: 2, 3, 4, 6

2 - Examination

60%
ThresholdLO: 1, 2, 3, 4, 5, 6

📋 课程信息

学分
2 Credit Points
含金量
4 / 5
压力指数
3 / 5
期中考试
2021年3月13日
期末考试
2021年3月13日

📅 开课方式

MO-TP1-01-ONLINE-MO

Teaching Period
Teaching period 1
Location
Monash Online
Attendance
Monash Online (MO)

S2-01-CLAYTON-FLEXIBLE

Teaching Period
Second semester
Location
Clayton
Attendance
Flexible (FLEXIBLE)

S1-01-CLAYTON-FLEXIBLE

Teaching Period
First semester
Location
Clayton
Attendance
Flexible (FLEXIBLE)

S2-01-MALAYSIA-ON-CAMPUS

Teaching Period
Second semester
Location
Malaysia
Attendance
Teaching activities are on-campus (ON-CAMPUS)

MO-TP4-01-ONLINE-MO

Teaching Period
Teaching period 4
Location
Monash Online
Attendance
Monash Online (MO)

S1-01-MALAYSIA-ON-CAMPUS

Teaching Period
First semester
Location
Malaysia
Attendance
Teaching activities are on-campus (ON-CAMPUS)

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