The course takes place in period

1 (2021-08-01 to 2021-10-24)

Level/category

Professional studies

Teaching language

English

Type of course

Compulsory

Cycle/level of course

Second

Recommended year of study

1

Total number of ECTS

5 cr

Competency aims

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.

Learning outcomes

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

Course contents

This course includes topics on analytics systems,
Python development, feature
engineering, time series forecasting,
visualization, and error calculation.

Prerequisites and co-requisites

Understanding of programming.

Recommended or required reading

See literature as specified on Itslearning.

Mode of Delivery

Multiform education

Assessment requirements

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%

Teacher

  • Scherbakov-Parland Andrej
  • Westerlund Magnus

Examiner

Westerlund Magnus

Group size

No limit (46 students enrolled)

Assignments valid until

12 months after course has ended

Course enrolment period

2021-08-09 to 2021-09-05

Room reservations
Date Time Room Title Description Organizer
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
2021-09-10 13:00 - 18:00 Introduction to Analytics Scherbakov-Parland Andrej
Westerlund Magnus
2021-09-23 13:00 - 18:00 Introduction to Analytics Scherbakov-Parland Andrej
Westerlund Magnus
2021-09-24 13:00 - 18:00 Introduction to Analytics Scherbakov-Parland Andrej
Westerlund Magnus

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