University of Sydney Handbooks - 2018 Archive

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Data Science

Errata
Item Errata Date
1.

Data Science Major requirement (ii) should read:

(ii) 6 credit points of 1000-level units according to the following rules*:
(a) 6 credit points of selective units OR
(b) 3 credit points of statistics units and 3 credit points of computations units OR
(c) 3 credit points of advanced statistics units and 3 credit points of calculus and linear algebra units
 10/1/2018
2.

Data Science Minor requirement (ii) should read:

(ii) 6 credit points of 1000-level units according to the following rules*:
(a) 6 credit points of selective units OR
(b) 3 credit points of statistics units and 3 credit points of computations units OR
(c) 3 credit points of advanced statistics units and 3 credit points of calculus and linear algebra units

10/1/2018
3.

MATH1021 Calculus Of One Variable:  Semester 2 session has been added.

1/2/2018
4.

ENVX1002 Introduction to Statistical Methods: Prohibitions have changed. They now read:  N: ENVX1001, MATH1005, MATH1905, MATH1015, MATH1115, DATA1001, BUSS1020, STAT1021 and EMCT1010

1/2/2018
Unit of study Credit points A: Assumed knowledge P: Prerequisites C: Corequisites N: Prohibition Session

DATA SCIENCE

Advanced coursework and projects will be available in 2020 for students who complete this major.

Data Science major

A major in Data Science requires 48 credit points from this table including:
(i) 6 credit points of 1000-level core units
(ii) 6 credit points of 1000-level units according to the following rules*:
(a) 6 credit points of selective units
(b) 3 credit points of statistics units and 3 credit points of computations units
(c) 3 credit points of advanced statistics units and 3 credit points of calculus and linear algebra units
(iii) 12 credit points of 2000-level core units
(iv) 6 credit points of 2000-level selective units
(v) 6 credit points of 3000-level interdisciplinary project units
(vi) 6 credit points of 3000-level methodology-focussed units
(vii) 6 credit points of 3000-level methodology or application and discipline-focussed units
Additional application and discipline-focussed units will be available in 2019 in discipline areas including functional genomics, animal genetics/bioinformatics, geoscience /hydrology modelling.
*Students not enrolled in the BSc may substitute ECMT1010 or BUSS1020

Data Science minor

A minor in Data Science requires 36 credit points from this table including:
(i) 6 credit points of 1000-level core units
(ii) 6 credit points of 1000-level units according to the following rules*:
(a) 6 credit points of selective units
(b) 3 credit points of statistics units and 3 credit points of computations units
(c) 3 credit points of advanced statistics units and 3 credit points of calculus and linear algebra units
(iii) 12 credit points of 2000-level core units
(iv) 6 credit points of 2000-level selective units
(v) 6 credit points of 3000-level methodology-focussed units

Units of study

The units of study are listed below.

1000-level units of study

Core
DATA1002
Informatics: Data and Computation
6    N INFO1903
Semester 2
Selective
DATA1001
Foundations of Data Science
6    N MATH1005 or MATH1905 or MATH1015 or MATH1115 or ENVX1001 or ENVX1002 or ECMT1010 or BUSS1020 or STAT1021
Semester 1
Semester 2
ENVX1002
Introduction to Statistical Methods
6    N ENVX1001


Available as a degree core unit only in the Agriculture, Animal and Veterinary Bioscience, and Food and Agribusiness streams
Semester 1
Statistics units
MATH1005
Statistical Thinking with Data
3    A HSC Mathematics. Students who have not completed HSC Mathematics (or equivalent) are strongly advised to take the Mathematics Bridging Course (offered in February).
N MATH1015 or MATH1905 or STAT1021 or STAT1022 or ECMT1010 or ENVX1001 or ENVX1002 or BUSS1020
Semester 2
Summer Main
Winter Main
MATH1015
Biostatistics
3    A HSC Mathematics. Students who have not completed HSC Mathematics (or equivalent) are strongly advised to take the Mathematics Bridging Course (offered in February).
N MATH1005 or MATH1905 or STAT1021 or STAT1022 or ECMT1010 or BIOM1003 or ENVX1001 or ENVX1002 or BUSS1020
Semester 1
Computation units
MATH1115
Interrogating Data
3    P MATH1005 or MATH1015
N DATA1001 or STAT1021 or ECMT1010 or ENVX1001 or BUSS1020 or ENVX1002 or MATH1905
Semester 1
Semester 2
Winter Main
Advanced Statistics units
MATH1905
Statistical Thinking with Data (Advanced)
3    A (HSC Mathematics Extension 2) OR (90 or above in HSC Mathematics Extension 1) or equivalent
N MATH1005 or MATH1015 or STAT1021 or STAT1022 or ECMT1010 or ENVX1001 or ENVX1002 or BUSS1020

Note: Department permission required for enrolment

Semester 2
Maths units
MATH1021
Calculus Of One Variable
3    A HSC Mathematics Extension 1. Students who have not completed HSC Extension 1 Mathematics (or equivalent) are strongly advised to take the Extension 1 Mathematics Bridging Course (offered in February).
N MATH1011 or MATH1901 or MATH1906 or MATH1111 or ENVX1001 or MATH1001 or MATH1921 or MATH1931
Semester 1
MATH1921
Calculus Of One Variable (Advanced)
3    A (HSC Mathematics Extension 2) OR (Band E4 in HSC Mathematics Extension 1) or equivalent.
N MATH1001 or MATH1011 or MATH1906 or MATH1111 or ENVX1001 or MATH1901 or MATH1021 or MATH1931

Note: Department permission required for enrolment

Semester 1
MATH1931
Calculus Of One Variable (SSP)
3    A Band E4 in HSC Mathematics Extension 2 or equivalent.
N MATH1001 or MATH1011 or MATH1901 or MATH1111 or ENVX1001 or MATH1906 or MATH1021 or MATH1921

Note: Department permission required for enrolment
Enrolment is by invitation only.
Semester 1
MATH1023
Multivariable Calculus and Modelling
3    A HSC Mathematics Extension 1. Students who have not completed HSC Extension 1 Mathematics (or equivalent) are strongly advised to take the Extension 1 Mathematics Bridging Course (offered in February).
N MATH1013 or MATH1903 or MATH1907 or MATH1003 or MATH1923 or MATH1933
Semester 2
MATH1923
Multivariable Calculus and Modelling (Adv)
3    A (HSC Mathematics Extension 2) OR (Band E4 in HSC Mathematics Extension 1) or equivalent.
N MATH1003 or MATH1013 or MATH1907 or MATH1903 or MATH1023 or MATH1933

Note: Department permission required for enrolment

Semester 2
MATH1933
Multivariable Calculus and Modelling (SSP)
3    A Band E4 in HSC Mathematics Extension 2 or equivalent.
N MATH1003 or MATH1903 or MATH1013 or MATH1907 or MATH1023 or MATH1923

Note: Department permission required for enrolment
Enrolment is by invitation only.
Semester 2
MATH1002
Linear Algebra
3    A HSC Mathematics or MATH1111. Students who have not completed HSC Mathematics (or equivalent) are strongly advised to take the Mathematics Bridging Course (offered in February).
N MATH1012 or MATH1014 or MATH1902
Semester 1
Summer Main
MATH1902
Linear Algebra (Advanced)
3    A (HSC Mathematics Extension 2) OR (90 or above in HSC Mathematics Extension 1) or equivalent
N MATH1002 or MATH1012 or MATH1014

Note: Department permission required for enrolment

Semester 1
*Students not enrolled in BSc – Substitute units

2000-level units of study

Core
DATA2001
Data Science: Big Data and Data Diversity
6    P DATA1002 OR INFO1110 OR INFO1903 OR INFO1103
Semester 1
DATA2002
Data Analytics: Learning from Data
6    A (Basic Linear Algebra and some coding) or QBUS1040
P [DATA1001 or ENVX1001 or ENVX1002] or [MATH10X5 and MATH1115] or [MATH10X5 and STAT2011] or [MATH1905 and MATH1XXX (except MATH1XX5)] or [BUSS1020 or ECMT1010 or STAT1021]
N STAT2012 or STAT2912
Semester 2
Selective
COMP2123
Data Structures and Algorithms
6    P INFO1110 OR INFO1113 OR DATA1002 OR INFO1103 OR INFO1903
N INFO1105 OR INFO1905 OR COMP2823
Semester 1
COMP2823
Data Structures and Algorithms (Adv)
6    P Distinction level result in at least one of INFO1110 OR INFO1113 OR DATA1002 OR INFO1103 OR INFO1903
N INFO1105 OR INFO1905 OR COMP2123

Note: Department permission required for enrolment

Semester 1
ISYS2120
Data and Information Management
6    A Programming skills
P INFO1113 OR INFO1103 OR INFO1105 OR INFO1905 OR INFO1003 OR INFO1903 OR DECO1012
N INFO2120 OR INFO2820 OR COMP5138
Semester 2
STAT2011
Probability and Estimation Theory
6    P (MATH1X21 or MATH1931 or MATH1X01 or MATH1906 or MATH1011) and (MATH1XX5 or STAT1021 or ECMT1010 or BUSS1020)
N STAT2901 or STAT2001 or STAT2911
Semester 1
STAT2911
Probability and Statistical Models (Adv)
6    P [MATH19X3 or MATH1907 or (a mark of 65 in MATH1023 or MATH1003)] and [MATH1905 or MATH1904 or (a mark of 65 in MATH1005 or ECMT1010 or BUSS1020)]
N STAT2001 or STAT2901 or STAT2011
Semester 1
QBUS2830
Actuarial Data Analytics
6    A BUSS1020 or ECMT1010 or ENVX1001 or ENVX1002 or ((MATH1005 or MATH1015) and MATH1115) or 6 credit points in MATH 1000-level units including MATH1905.
P QBUS2810 or DATA2002 or ECMT2110
Semester 2

3000-level units of study

Interdisciplinary project unit
DATA3001 to be developed for offering in 2019.
Methodology-focussed units
DATA3404
Data Science Platforms
6    A This unit of study assumes that students have previous knowledge of database structures and of SQL. The prerequisite material is covered in DATA2001 or ISYS2120. Familiarity with a programming language (e.g. Java or C) is also expected.
P DATA2001 OR ISYS2120 OR INFO2120 OR INFO2820
N INFO3504 OR INFO3404
Semester 1
ISYS3401
Information Technology Evaluation
6    P (INFO2110 OR ISYS2110) AND (INFO2120 OR ISYS2120) AND (ISYS2140 OR ISYS2160)
Semester 1
STAT3X23, STAT3X22, STAT3021, STAT3024 and DATA3406 are to be developed for offering in 2019.
Application and discipline-focussed units
ENVX3001
Environmental GIS
6    P 6cp from (ENVI1003, AGEN1002) or 6cp from GEOS1XXX or 6cp from BIOL1XXX
Semester 2
ENVX3002
Statistics in the Natural Sciences
6    P ENVX2001 or BIOM2001 or STAT2X12 or BIOL2X22 or DATA2002 or QBIO2001


Interdisciplinary Unit
Semester 1
AMED3002
Interrogating Biomedical and Health Data
6    A A Exploratory data analysis, sampling, simple linear regression, t-tests, confidence intervals and chi-squared goodness of fit tests, familiar with basic coding, basic linear algebra. Additional information for BMedSc degree students: You must have successfully completed BMED2401 and an additional 12cp from BMED240X before enrolling in this unit.


BMedSc degree students: You must have successfully completed BMED2401 and an additional 12cp from BMED240X before enrolling in this unit.
Semester 1
QBUS3810
Actuarial Risk Analytics
6    P QBUS2810 or DATA2002 or ECMT2110
N ECMT3180
Semester 1