Kursen ingår i dessa läroplaner och studiehelheter
Kursens undervisningsperiod
1 (2021-08-01 till 2021-10-24)
Nivå/kategori
Undervisningsspråk
Engelska
Kurstyp
Obligatorisk
Cykel/nivå
Högre yrkeshögskoleexamen
Rekommenderat studieår
1
Omfattning
5 sp
Kompetensmål
The aim of the course is to introduce the
student to the different concepts of
implementing an analytics process. Students
learn the process of problem
solving in analytics from data understanding
and
preprocessing, through
modelling choices and implementation until the
interpretation, visualization
and utilization of the analysis. We will look
at
typical real-life
applications of analytics. The course will
provide hands-on lectures to
performing the steps of modeling and analysis.
Läranderesultat
At the end of the course the student is
expected
to be able to model
predictive time series problems that use
machine
learning for performing
regression. The student learn to implement an
analytics process for
forecasting and to validate results by
calculating forecasting errors
Innehåll
This course includes topics on analytics systems,
Python development, feature
engineering, time series forecasting,
visualization, and error calculation.
Förkunskaper
Understanding of programming.
Litteratur
See literature as specified on Itslearning.
Undervisningsform
Flerformsundervisning (delvis nätundervisning handledd eller självstudier)
Examinationskrav
To pass the course the student should pass the
following examinations:
Assignment 1 as specified in Itslearning.
Project 1 as specified in Itslearning.
The examinations contribute to the final grade
as follows:
Assignment 1 - 10%
Project 1 - 90%
Lärare
- Scherbakov-Parland Andrej
- Westerlund Magnus
Examinator
Westerlund Magnus
Kursens hemsida
Antal kursplatser
Ingen begränsning (46 studenter anmälda)
Delprestation i kraft till
12 månader efter kursens slutdatum
Kursanmälningstid
2021-08-09 till 2021-09-05
| Datum | Tid | Rum | Titel | Beskrivning | Organisatör |
|---|---|---|---|---|---|
| 2021-08-26 | 13:00 - 18:00 | Introduction to Analytics | Magnus Westerlund is inviting you to a scheduled Zoom meeting. Join Zoom Meeting https://arcada.zoom.us/j/64435216652?pwd=RDNpOFhGamlZbmowUDBvZXZYU1NEdz09 Meeting ID: 644 3521 6652 Passcode: 713015 Join by SIP 64435216652@109.105.112.236 64435216652@109.105.112.235 Join by H.323 109.105.112.236 109.105.112.235 Meeting ID: 644 3521 6652 Passcode: 713015 | Scherbakov-Parland Andrej Westerlund Magnus |
|
| 2021-08-27 | 13:00 - 18:00 | Introduction to Analytics | Magnus Westerlund is inviting you to a scheduled Zoom meeting. Join Zoom Meeting https://arcada.zoom.us/j/69374447041?pwd=aFl5L3lZU09aeGVmdEJhSjFpRVpuQT09 Meeting ID: 693 7444 7041 Passcode: 940579 Join by SIP 69374447041@109.105.112.236 69374447041@109.105.112.235 Join by H.323 109.105.112.236 109.105.112.235 Meeting ID: 693 7444 7041 Passcode: 940579 | Scherbakov-Parland Andrej Westerlund Magnus |
|
| 2021-09-09 | 13:00 - 18:00 | Introduction to Analytics | Scherbakov-Parland Andrej Westerlund Magnus |
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| 2021-09-10 | 13:00 - 18:00 | Introduction to Analytics | Scherbakov-Parland Andrej Westerlund Magnus |
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| 2021-09-23 | 13:00 - 18:00 | Introduction to Analytics | Scherbakov-Parland Andrej Westerlund Magnus |
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| 2021-09-24 | 13:00 - 18:00 | Introduction to Analytics | Scherbakov-Parland Andrej Westerlund Magnus |