Master of Sustainable Infrastructure with Data Analytics (EN75)

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Planning your enrolment

This information will assist to plan your studies and complete your enrolment in HiQ. Read the information under the Course Structure tab for a recommended study program and unit details.

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Course Details

Course duration (full-time):	2 years
Course duration (part-time):	Domestic: 4 years
Total credit points:	192
Standard credit points/full-time semester:	48
Standard credit points/part-time semester:	24
Discipline coordinator:	AskQUT
Course contact:	+61 7 3138 2000, askqut@qut.edu.au
Delivery:	Gardens Point
CRICOS code:	114974J
Faculty:	Faculty of Engineering

Study costs

Domestic students may need to pay the Student Services and Amenities Fee (SSAF).

More information about study costs and paying fees.

Course Structures

Smart Transport and Mobility Major - Semester 1 (Feb) entry - Full time

Year 1, Semester 1

Code	Title	Offered In	Requisites
ENN541	Research Methods for Engineers	Gardens Point Semester 1, Semester 2	Antirequisites: IFN600, INN700, INN701 Basic engineering maths is assumed knowledge.
MXN500 Equivalents: MXQ500	Introduction to Statistics for Data Science	Gardens Point Semester 1	Prerequisites: (192cps in SV03 or SV04 or IV04 or IV05 or MV05 or MV06 or BV06 or BV07 or EV08 or EV07) OR (admission into IV53 or IV57 or IV54 or IV59 or IV55 or IV52 or IV56 or IV51 or IV58 or IV60) OR (admission into EN55 or EN75 or EN76 or EN77 or IN19 or IN20 or IN21 or IN26 or IN27 or IN28 or IN29 or IN30 or IN31).
ENN544 Equivalents: BEN710	Sustainable Practice in Engineering	Gardens Point Semester 1, Semester 2	Prerequisites: (Completion of 336cp in EV11 or EV03) or Admission to (EN55 or EN51 or EN53 or EV53 or EN56 or EN71 or EN75 or EN73 or EN76 or EN80 or PM20 or PV20 or PV21)
ENN479	Public Transport Capacity and Quality	Gardens Point Semester 1	Prerequisites: EGB272 or Admission to (EN55 OR EN51 OR EN71 OR EN75) Antirequisites: EGB479

Year 1, Semester 2

Code	Title	Offered In	Requisites
ENN595-1	Project 1	Gardens Point Semester 1, Semester 2	Prerequisites: ((ENN541 or equivalent) and Admission to (EN50 or EN51 or EN52 or EN53 or EN55 or EN54 or EN56 or EN57 or EN71 or EN75 or EN72 or EN73 or EN76 or EN74 or EN77 or EN80)) OR ((EGH404 or equivalent) and Admission to (EV51 or EV52 or EV53 or EV54 or EV57)). ENN541 can be enrolled in the same teaching period as ENN595-1.
ENN482	Advanced Transport Modelling	Gardens Point Semester 2	Prerequisites: ((MZB127 OR MZB126) AND EGB272) OR Admission to (EN55 OR EN51 OR EN71 OR EN75)
ENN670	Specialist Design for Smart Transport	Gardens Point Semester 2	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN61 or EN71 or EN75 OR EN80)
ENN572	Artificial Intelligence in Transport	Gardens Point Semester 2	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN61 OR EN71 OR EN75 OR EN80)

Year 2, Semester 1

Code	Title	Offered In	Requisites
ENN595-2	Project 2	Gardens Point Semester 1, Semester 2	Prerequisites: ENN595-1
IFN619 Equivalents: IFQ619	Data Analytics for Strategic Decision Makers	Gardens Point Semester 1	Prerequisites: IFN581 or IFN555 or IFQ555 or IFN556 or IFQ556 or IFN582 or IFN554 or IFQ554 or IFN557 or IFQ557 OR (192cps in IV04 or IV05 EV08 or EV07) OR (admission into IV54 or IV59 or IV58 or IV60) OR (admission into IN10 or IN14 or IN23 or IN27 or PM20 or PV20 or PV21 or EN75 or EN76 or EN77). IFN619 can be enrolled in the same teaching period as IFN581 or IFN582. Some familiarity with simple coding or basic scripting to manipulate data is helpful.
ENN573	Econometrics of People and Freight Transport	Gardens Point Semester 1	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN61 OR EN71 OR EN75 OR EN80)
ENN571	Transport Safety Analysis and Evaluation	Gardens Point Semester 1	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN61 OR EN71 OR EN75 OR EN80)

Year 2, Semester 2

Code	Title	Offered In	Requisites
ENN596	Industry Project	Gardens Point Semester 1, Semester 2	Prerequisites: Admission to ((EV51 OR EN51 OR EN61 OR EN65 OR EN71 OR EN75) OR (EV53 OR EN53 OR EN63 OR EN67 OR EN73 OR EN76) OR (EV54 OR EN54 OR EN64 OR EN66 OR EN74 OR EN77 or EN80) OR (EN56 OR EN72) OR (EV57 OR EN57))
ENN543 Equivalents: ENN542	Data Analytics and Optimisation	Gardens Point Semester 1, Semester 2	Prerequisites: Completion of 288 credit points OR Admission to (BN87 or EN50 or EN53 or EN55 or EN57 or EN63 or EN51 or EN54 or EN56 or EN67 or EN71 or EN75 or EN73 or EN76 or EN74 or EN77 or EN80 or PM20) Undergraduate Engineering Mathematics
IFN509 Equivalents: IFQ509	Introduction to Data Science	Gardens Point Semester 1, Semester 2	Prerequisites: (IFN554 or IFQ554 or IFN581 or IFN555 or IFQ555 or IFN582) OR (192cps in IV04 or IV05 or EV08 or EV07 or LV41) OR (admission into IV54 or IV59 or IV58 or IV60) OR (admission into IN15 or IN17 or EN72 or EN75 or EN76 or EN77) IFN554, IFQ554, IFN555 and IFQ555 or IFN581 or IFN582 can be enrolled in the same teaching period as IFN509. Antirequisites: INN342, INN343 Basic statistics functions
IFN515 Equivalents: IFQ515, IFZ515	Fundamentals of Business Process Management	Gardens Point Semester 1, Semester 2	Prerequisites: (192cps in SV04 or IV04 or IV05 or MV05 or MV06 or BV06 or BV07 or EV08 or EV07) OR (admission into IV57 or IV54 or IV59 or IV55 or IV52 or IV56 or IV51 or IV58 or IV60) OR (admission into IN10 or IN14 or IN17 or IN19 or IN20 or IN23 or IN25 or IN26 or IN27 or IN31or PM20 or PV20 or PV21 or EN75 or EN76 or EN77). Antirequisites: INN321

Smart Transport and Mobility Major - Semester 2 (July) entry - Full time

Year 1, Semester 2

Code	Title	Offered In	Requisites
ENN541	Research Methods for Engineers	Gardens Point Semester 1, Semester 2	Antirequisites: IFN600, INN700, INN701 Basic engineering maths is assumed knowledge.
ENN543 Equivalents: ENN542	Data Analytics and Optimisation	Gardens Point Semester 1, Semester 2	Prerequisites: Completion of 288 credit points OR Admission to (BN87 or EN50 or EN53 or EN55 or EN57 or EN63 or EN51 or EN54 or EN56 or EN67 or EN71 or EN75 or EN73 or EN76 or EN74 or EN77 or EN80 or PM20) Undergraduate Engineering Mathematics
ENN482	Advanced Transport Modelling	Gardens Point Semester 2	Prerequisites: ((MZB127 OR MZB126) AND EGB272) OR Admission to (EN55 OR EN51 OR EN71 OR EN75)
ENN544 Equivalents: BEN710	Sustainable Practice in Engineering	Gardens Point Semester 1, Semester 2	Prerequisites: (Completion of 336cp in EV11 or EV03) or Admission to (EN55 or EN51 or EN53 or EV53 or EN56 or EN71 or EN75 or EN73 or EN76 or EN80 or PM20 or PV20 or PV21)

Year 2, Semester 1

Code	Title	Offered In	Requisites
ENN595-1	Project 1	Gardens Point Semester 1, Semester 2	Prerequisites: ((ENN541 or equivalent) and Admission to (EN50 or EN51 or EN52 or EN53 or EN55 or EN54 or EN56 or EN57 or EN71 or EN75 or EN72 or EN73 or EN76 or EN74 or EN77 or EN80)) OR ((EGH404 or equivalent) and Admission to (EV51 or EV52 or EV53 or EV54 or EV57)). ENN541 can be enrolled in the same teaching period as ENN595-1.
ENN573	Econometrics of People and Freight Transport	Gardens Point Semester 1	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN61 OR EN71 OR EN75 OR EN80)
ENN571	Transport Safety Analysis and Evaluation	Gardens Point Semester 1	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN61 OR EN71 OR EN75 OR EN80)
ENN479	Public Transport Capacity and Quality	Gardens Point Semester 1	Prerequisites: EGB272 or Admission to (EN55 OR EN51 OR EN71 OR EN75) Antirequisites: EGB479

Year 2, Semester 2

Code	Title	Offered In	Requisites
ENN595-2	Project 2	Gardens Point Semester 1, Semester 2	Prerequisites: ENN595-1
ENN572	Artificial Intelligence in Transport	Gardens Point Semester 2	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN61 OR EN71 OR EN75 OR EN80)
ENN670	Specialist Design for Smart Transport	Gardens Point Semester 2	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN61 or EN71 or EN75 OR EN80)
IFN509 Equivalents: IFQ509	Introduction to Data Science	Gardens Point Semester 1, Semester 2	Prerequisites: (IFN554 or IFQ554 or IFN581 or IFN555 or IFQ555 or IFN582) OR (192cps in IV04 or IV05 or EV08 or EV07 or LV41) OR (admission into IV54 or IV59 or IV58 or IV60) OR (admission into IN15 or IN17 or EN72 or EN75 or EN76 or EN77) IFN554, IFQ554, IFN555 and IFQ555 or IFN581 or IFN582 can be enrolled in the same teaching period as IFN509. Antirequisites: INN342, INN343 Basic statistics functions

Year 3, Semester 1

Code	Title	Offered In	Requisites
ENN596	Industry Project	Gardens Point Semester 1, Semester 2	Prerequisites: Admission to ((EV51 OR EN51 OR EN61 OR EN65 OR EN71 OR EN75) OR (EV53 OR EN53 OR EN63 OR EN67 OR EN73 OR EN76) OR (EV54 OR EN54 OR EN64 OR EN66 OR EN74 OR EN77 or EN80) OR (EN56 OR EN72) OR (EV57 OR EN57))
MXN500 Equivalents: MXQ500	Introduction to Statistics for Data Science	Gardens Point Semester 1	Prerequisites: (192cps in SV03 or SV04 or IV04 or IV05 or MV05 or MV06 or BV06 or BV07 or EV08 or EV07) OR (admission into IV53 or IV57 or IV54 or IV59 or IV55 or IV52 or IV56 or IV51 or IV58 or IV60) OR (admission into EN55 or EN75 or EN76 or EN77 or IN19 or IN20 or IN21 or IN26 or IN27 or IN28 or IN29 or IN30 or IN31).
IFN515 Equivalents: IFQ515, IFZ515	Fundamentals of Business Process Management	Gardens Point Semester 1, Semester 2	Prerequisites: (192cps in SV04 or IV04 or IV05 or MV05 or MV06 or BV06 or BV07 or EV08 or EV07) OR (admission into IV57 or IV54 or IV59 or IV55 or IV52 or IV56 or IV51 or IV58 or IV60) OR (admission into IN10 or IN14 or IN17 or IN19 or IN20 or IN23 or IN25 or IN26 or IN27 or IN31or PM20 or PV20 or PV21 or EN75 or EN76 or EN77). Antirequisites: INN321
IFN619 Equivalents: IFQ619	Data Analytics for Strategic Decision Makers	Gardens Point Semester 1	Prerequisites: IFN581 or IFN555 or IFQ555 or IFN556 or IFQ556 or IFN582 or IFN554 or IFQ554 or IFN557 or IFQ557 OR (192cps in IV04 or IV05 EV08 or EV07) OR (admission into IV54 or IV59 or IV58 or IV60) OR (admission into IN10 or IN14 or IN23 or IN27 or PM20 or PV20 or PV21 or EN75 or EN76 or EN77). IFN619 can be enrolled in the same teaching period as IFN581 or IFN582. Some familiarity with simple coding or basic scripting to manipulate data is helpful.

Water Engineering Major - Semester 1 (Feb) entry - Full time

Year 1, Semester 1

Code	Title	Offered In	Requisites
ENN541	Research Methods for Engineers	Gardens Point Semester 1, Semester 2	Antirequisites: IFN600, INN700, INN701 Basic engineering maths is assumed knowledge.
MXN500 Equivalents: MXQ500	Introduction to Statistics for Data Science	Gardens Point Semester 1	Prerequisites: (192cps in SV03 or SV04 or IV04 or IV05 or MV05 or MV06 or BV06 or BV07 or EV08 or EV07) OR (admission into IV53 or IV57 or IV54 or IV59 or IV55 or IV52 or IV56 or IV51 or IV58 or IV60) OR (admission into EN55 or EN75 or EN76 or EN77 or IN19 or IN20 or IN21 or IN26 or IN27 or IN28 or IN29 or IN30 or IN31).
ENN577	Integrated Water Modelling	Gardens Point Semester 1	Prerequisites: EGH471 OR Admission to (EN51 OR EN56 OR EN65 OR EN71 OR EN75 OR EN80)
ENN470	Integrated Urban Water Management	Gardens Point Semester 1	Prerequisites: EGH471 OR Admission to (EN51 or EN71 or EN75 or EN60)

Year 1, Semester 2

Code	Title	Offered In	Requisites
ENN595-1	Project 1	Gardens Point Semester 1, Semester 2	Prerequisites: ((ENN541 or equivalent) and Admission to (EN50 or EN51 or EN52 or EN53 or EN55 or EN54 or EN56 or EN57 or EN71 or EN75 or EN72 or EN73 or EN76 or EN74 or EN77 or EN80)) OR ((EGH404 or equivalent) and Admission to (EV51 or EV52 or EV53 or EV54 or EV57)). ENN541 can be enrolled in the same teaching period as ENN595-1.
ENN471	Advanced Water and Wastewater Treatment	Gardens Point Semester 2	Prerequisites: EGH471 OR Admission to (EN51 or EN71 or EN75)
ENN671	Net Zero Water Treatment and Water Sensitive Urban Design (WSUD)	Gardens Point Semester 2	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN65 OR EN71 OR EN75 OR EN80)
ENN575	Artificial Intelligence in Water Modelling	Gardens Point Semester 2	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN65 OR EN71 OR EN75 OR EN80)

Year 2, Semester 1

Code	Title	Offered In	Requisites
ENN595-2	Project 2	Gardens Point Semester 1, Semester 2	Prerequisites: ENN595-1
ENN544 Equivalents: BEN710	Sustainable Practice in Engineering	Gardens Point Semester 1, Semester 2	Prerequisites: (Completion of 336cp in EV11 or EV03) or Admission to (EN55 or EN51 or EN53 or EV53 or EN56 or EN71 or EN75 or EN73 or EN76 or EN80 or PM20 or PV20 or PV21)
ENN574	Catchment Hydrology and Flood Modelling	Gardens Point Semester 1	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN65 or EN71 or EN75 or EN80)
IFN619 Equivalents: IFQ619	Data Analytics for Strategic Decision Makers	Gardens Point Semester 1	Prerequisites: IFN581 or IFN555 or IFQ555 or IFN556 or IFQ556 or IFN582 or IFN554 or IFQ554 or IFN557 or IFQ557 OR (192cps in IV04 or IV05 EV08 or EV07) OR (admission into IV54 or IV59 or IV58 or IV60) OR (admission into IN10 or IN14 or IN23 or IN27 or PM20 or PV20 or PV21 or EN75 or EN76 or EN77). IFN619 can be enrolled in the same teaching period as IFN581 or IFN582. Some familiarity with simple coding or basic scripting to manipulate data is helpful.

Year 2, Semester 2

Code	Title	Offered In	Requisites
ENN596	Industry Project	Gardens Point Semester 1, Semester 2	Prerequisites: Admission to ((EV51 OR EN51 OR EN61 OR EN65 OR EN71 OR EN75) OR (EV53 OR EN53 OR EN63 OR EN67 OR EN73 OR EN76) OR (EV54 OR EN54 OR EN64 OR EN66 OR EN74 OR EN77 or EN80) OR (EN56 OR EN72) OR (EV57 OR EN57))
ENN543 Equivalents: ENN542	Data Analytics and Optimisation	Gardens Point Semester 1, Semester 2	Prerequisites: Completion of 288 credit points OR Admission to (BN87 or EN50 or EN53 or EN55 or EN57 or EN63 or EN51 or EN54 or EN56 or EN67 or EN71 or EN75 or EN73 or EN76 or EN74 or EN77 or EN80 or PM20) Undergraduate Engineering Mathematics
IFN509 Equivalents: IFQ509	Introduction to Data Science	Gardens Point Semester 1, Semester 2	Prerequisites: (IFN554 or IFQ554 or IFN581 or IFN555 or IFQ555 or IFN582) OR (192cps in IV04 or IV05 or EV08 or EV07 or LV41) OR (admission into IV54 or IV59 or IV58 or IV60) OR (admission into IN15 or IN17 or EN72 or EN75 or EN76 or EN77) IFN554, IFQ554, IFN555 and IFQ555 or IFN581 or IFN582 can be enrolled in the same teaching period as IFN509. Antirequisites: INN342, INN343 Basic statistics functions
IFN515 Equivalents: IFQ515, IFZ515	Fundamentals of Business Process Management	Gardens Point Semester 1, Semester 2	Prerequisites: (192cps in SV04 or IV04 or IV05 or MV05 or MV06 or BV06 or BV07 or EV08 or EV07) OR (admission into IV57 or IV54 or IV59 or IV55 or IV52 or IV56 or IV51 or IV58 or IV60) OR (admission into IN10 or IN14 or IN17 or IN19 or IN20 or IN23 or IN25 or IN26 or IN27 or IN31or PM20 or PV20 or PV21 or EN75 or EN76 or EN77). Antirequisites: INN321

Water Engineering Major - Semester 2 (July) entry - Full time

Year 1, Semester 2

Code	Title	Offered In	Requisites
ENN541	Research Methods for Engineers	Gardens Point Semester 1, Semester 2	Antirequisites: IFN600, INN700, INN701 Basic engineering maths is assumed knowledge.
ENN543 Equivalents: ENN542	Data Analytics and Optimisation	Gardens Point Semester 1, Semester 2	Prerequisites: Completion of 288 credit points OR Admission to (BN87 or EN50 or EN53 or EN55 or EN57 or EN63 or EN51 or EN54 or EN56 or EN67 or EN71 or EN75 or EN73 or EN76 or EN74 or EN77 or EN80 or PM20) Undergraduate Engineering Mathematics
ENN544 Equivalents: BEN710	Sustainable Practice in Engineering	Gardens Point Semester 1, Semester 2	Prerequisites: (Completion of 336cp in EV11 or EV03) or Admission to (EN55 or EN51 or EN53 or EV53 or EN56 or EN71 or EN75 or EN73 or EN76 or EN80 or PM20 or PV20 or PV21)
ENN471	Advanced Water and Wastewater Treatment	Gardens Point Semester 2	Prerequisites: EGH471 OR Admission to (EN51 or EN71 or EN75)

Year 2, Semester 1

Code	Title	Offered In	Requisites
ENN595-1	Project 1	Gardens Point Semester 1, Semester 2	Prerequisites: ((ENN541 or equivalent) and Admission to (EN50 or EN51 or EN52 or EN53 or EN55 or EN54 or EN56 or EN57 or EN71 or EN75 or EN72 or EN73 or EN76 or EN74 or EN77 or EN80)) OR ((EGH404 or equivalent) and Admission to (EV51 or EV52 or EV53 or EV54 or EV57)). ENN541 can be enrolled in the same teaching period as ENN595-1.
ENN577	Integrated Water Modelling	Gardens Point Semester 1	Prerequisites: EGH471 OR Admission to (EN51 OR EN56 OR EN65 OR EN71 OR EN75 OR EN80)
ENN574	Catchment Hydrology and Flood Modelling	Gardens Point Semester 1	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN65 or EN71 or EN75 or EN80)
ENN470	Integrated Urban Water Management	Gardens Point Semester 1	Prerequisites: EGH471 OR Admission to (EN51 or EN71 or EN75 or EN60)

Year 2, Semester 2

Code	Title	Offered In	Requisites
ENN595-2	Project 2	Gardens Point Semester 1, Semester 2	Prerequisites: ENN595-1
ENN575	Artificial Intelligence in Water Modelling	Gardens Point Semester 2	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN65 OR EN71 OR EN75 OR EN80)
ENN671	Net Zero Water Treatment and Water Sensitive Urban Design (WSUD)	Gardens Point Semester 2	Prerequisites: Admission to (EV51 OR EN51 OR EN56 OR EN65 OR EN71 OR EN75 OR EN80)
IFN509 Equivalents: IFQ509	Introduction to Data Science	Gardens Point Semester 1, Semester 2	Prerequisites: (IFN554 or IFQ554 or IFN581 or IFN555 or IFQ555 or IFN582) OR (192cps in IV04 or IV05 or EV08 or EV07 or LV41) OR (admission into IV54 or IV59 or IV58 or IV60) OR (admission into IN15 or IN17 or EN72 or EN75 or EN76 or EN77) IFN554, IFQ554, IFN555 and IFQ555 or IFN581 or IFN582 can be enrolled in the same teaching period as IFN509. Antirequisites: INN342, INN343 Basic statistics functions

Year 3, Semester 1

Code	Title	Offered In	Requisites
ENN596	Industry Project	Gardens Point Semester 1, Semester 2	Prerequisites: Admission to ((EV51 OR EN51 OR EN61 OR EN65 OR EN71 OR EN75) OR (EV53 OR EN53 OR EN63 OR EN67 OR EN73 OR EN76) OR (EV54 OR EN54 OR EN64 OR EN66 OR EN74 OR EN77 or EN80) OR (EN56 OR EN72) OR (EV57 OR EN57))
MXN500 Equivalents: MXQ500	Introduction to Statistics for Data Science	Gardens Point Semester 1	Prerequisites: (192cps in SV03 or SV04 or IV04 or IV05 or MV05 or MV06 or BV06 or BV07 or EV08 or EV07) OR (admission into IV53 or IV57 or IV54 or IV59 or IV55 or IV52 or IV56 or IV51 or IV58 or IV60) OR (admission into EN55 or EN75 or EN76 or EN77 or IN19 or IN20 or IN21 or IN26 or IN27 or IN28 or IN29 or IN30 or IN31).
IFN515 Equivalents: IFQ515, IFZ515	Fundamentals of Business Process Management	Gardens Point Semester 1, Semester 2	Prerequisites: (192cps in SV04 or IV04 or IV05 or MV05 or MV06 or BV06 or BV07 or EV08 or EV07) OR (admission into IV57 or IV54 or IV59 or IV55 or IV52 or IV56 or IV51 or IV58 or IV60) OR (admission into IN10 or IN14 or IN17 or IN19 or IN20 or IN23 or IN25 or IN26 or IN27 or IN31or PM20 or PV20 or PV21 or EN75 or EN76 or EN77). Antirequisites: INN321
IFN619 Equivalents: IFQ619	Data Analytics for Strategic Decision Makers	Gardens Point Semester 1	Prerequisites: IFN581 or IFN555 or IFQ555 or IFN556 or IFQ556 or IFN582 or IFN554 or IFQ554 or IFN557 or IFQ557 OR (192cps in IV04 or IV05 EV08 or EV07) OR (admission into IV54 or IV59 or IV58 or IV60) OR (admission into IN10 or IN14 or IN23 or IN27 or PM20 or PV20 or PV21 or EN75 or EN76 or EN77). IFN619 can be enrolled in the same teaching period as IFN581 or IFN582. Some familiarity with simple coding or basic scripting to manipulate data is helpful.