The course takes place in period

4 (2022-03-14 to 2022-07-31)

Level/category

Professional studies

Teaching language

Swedish

Type of course

Compulsory

Cycle/level of course

First

Recommended year of study

3

Total number of ECTS

5 cr

Competency aims

Within this study unity we will focus on the
following competences:

Applying machine learning as a method for data
management

Time series management and forecasting

Regression analysis

Learning outcomes

You are familiar with basic analytical terms
(knowledge)

You can interpreat and process input and output
data (skill)

You can process and analyze time series and
perform regression analysis (skill)

You are capable of solving specific problems where
supervised learning is used as training method for
creating forecasting models (färdighet)

Course contents

TIME SERIES
Loading and managing data
Feature engineering
Resampling
Visualization
Statistical models for forecasting

LINEAR REGRESSION
Data pre processing
Model creation

NEURAL NETWORK BASED MODELS FOR FORECASTING

Prerequisites and co-requisites

Statistics and probability
Data processing
Design of analytical systems
computer vision

Recommended or required reading

Material is provided through Itslearning.

Study activities

  • Lectures - 30 hours
  • Individual- and group instruction - 30 hours
  • Project- and production work/artistic activities - 60 hours
  • Individual studies - 15 hours

Workload

  • Total workload of the course: 135 hours
  • Of which autonomous studies: 135 hours
  • Of which scheduled studies: 0 hours

Mode of Delivery

Participation in tuition

Assessment methods

  • Essays, reports, productions and portfolio
  • Project work and presentation

Assessment requirements

Project work and participation in a project feedback
session.

Teacher

Karlsson Jonny

Examiner

Karlsson Jonny

Group size

No limit (35 students enrolled)

Assignments valid until

12 months after course has ended

Course enrolment period

2022-02-28 to 2022-03-27

Assessment methods

  • Date will be announced later - Reports and productions
  • 2022-03-28 - Other assignments
Room reservations
Date Time Room Title Description Organizer
2022-03-29 13:15 - 16:00 F365 Prediktiv analytik Streamas även på Zoom: https://arcada.zoom.us/j/64012358286 Karlsson Jonny
2022-04-01 13:15 - 16:00 F365 Prediktiv analytik Streamas även på Zoom: https://arcada.zoom.us/j/64012358286 Karlsson Jonny
2022-04-06 13:15 - 16:00 F365 Prediktiv analytik Streamas även på Zoom: https://arcada.zoom.us/j/64012358286 Karlsson Jonny
2022-04-07 13:15 - 16:00 E383 Prediktiv analytik Streamas även på Zoom: https://arcada.zoom.us/j/64012358286 Karlsson Jonny
2022-04-12 13:15 - 16:00 F365 Prediktiv analytik Streamas även på Zoom: https://arcada.zoom.us/j/64012358286 Karlsson Jonny
2022-04-13 13:15 - 15:30 F365 Prediktiv analytik - KODNINGSTILLFÄLLE Streamas även på Zoom: https://arcada.zoom.us/j/64012358286 Karlsson Jonny
2022-04-19 13:15 - 16:00 E383 Prediktiv analytik Streamas även på Zoom: https://arcada.zoom.us/j/64012358286 Karlsson Jonny
2022-04-21 13:15 - 16:00 E383 Prediktiv analytik Streamas även på Zoom: https://arcada.zoom.us/j/64012358286 Karlsson Jonny
2022-04-28 12:15 - 16:00 E383 Prediktiv analytik - KODNINGSTILLFÄLLE Streamas även på Zoom: https://arcada.zoom.us/j/64012358286 Karlsson Jonny
2022-05-03 12:15 - 16:00 F365 Prediktiv analytik - KODNINGSTILLFÄLLE Streamas även på Zoom: https://arcada.zoom.us/j/64012358286 Karlsson Jonny
2022-05-10 09:00 - 16:00 Prediktiv analytik - PROJEKTFEEDBACK 1 30min per person/arbetspar. Boka tid på Itslearning. Tillfället hålls i Zoom: https://arcada.zoom.us/j/64012358286 Karlsson Jonny
2022-05-11 09:00 - 16:00 Prediktiv analytik - PROJEKTFEEDBACK 2 30min per person/arbetspar. Boka tid på Itslearning. Tillfället hålls i Zoom: https://arcada.zoom.us/j/64012358286 Karlsson Jonny
2022-05-17 09:00 - 16:00 Prediktiv analytik - PROJEKTFEEDBACK 3 30min per person/arbetspar. Boka tid på Itslearning. Tillfället hålls i Zoom: https://arcada.zoom.us/j/64012358286 Karlsson Jonny
2022-05-25 13:00 - 15:00 F365 Studentdialoger & infotillfälle för 3:e årets IT-studenter Närmare information sänds per e-post senast 18.5 Grönholm Hanna
Karlsson Jonny

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