The course takes place in period

4 (2023-03-20 to 2023-07-31)

Level/category

Professional studies

Teaching language

Swedish

Type of course

Compulsory

Cycle/level of course

First

Recommended year of study

2

Total number of ECTS

5 cr

Competency aims

Within this study unit we will focus on the
following
competencies:

Professional competence in digital systems.

SDG's in focus:
- #7: Affordable and clean energy
- #9: Industry, innovation and infrastructure

Learning outcomes

Once you have completed the study unit you will
have? (mention
knowledge, skill, attitude):

Has an understanding of how AI can be integrated
into various
smart systems. (Skill)

Knowledge of programming and smart systems.
(Knowledge, skill)

Knowledge of neural networks and an understanding
of its
various elements. (Knowledge, skill)

Be able to create AI models for tabular data.
(Skill)

Be able to identify objects (position and type)
with AI for
visual data. (Skill)

Course contents

Fastai and Pytorch
Classification of pictures
Tabular data
Timeseries
Object detection

Prerequisites and co-requisites

Machine learning

Study activities

  • Lectures - 30 hours
  • Project- and production work/artistic activities - 30 hours
  • Individual studies - 75 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 requirements

To pass the course the student should pass the
following examinations:
Online tests and project assignment.

Teacher

Roos Kim

Examiner

Roos Kim

Group size

No limit (14 students enrolled)

Assignments valid until

12 months after course has ended

Course enrolment period

2023-03-06 to 2023-04-02

Room reservations
Date Time Room Title Description Organizer
2023-03-20 13:15 - 16:00 E387 Neurala nätverk Join Zoom Meeting https://arcada.zoom.us/j/6040267091 Roos Kim
2023-03-29 09:15 - 12:00 E383 Neurala nätverk Join Zoom Meeting https://arcada.zoom.us/j/6040267091 Roos Kim
2023-04-05 09:15 - 12:00 E383 Neurala nätverk Join Zoom Meeting https://arcada.zoom.us/j/6040267091 Roos Kim
2023-04-12 09:15 - 12:00 E383 Neurala nätverk Join Zoom Meeting https://arcada.zoom.us/j/6040267091 Roos Kim
2023-04-19 09:15 - 12:00 E383 Neurala nätverk Join Zoom Meeting https://arcada.zoom.us/j/6040267091 Roos Kim
2023-04-26 09:15 - 12:00 E383 Neurala nätverk Join Zoom Meeting https://arcada.zoom.us/j/6040267091 Roos Kim
2023-05-03 09:15 - 12:00 E383 Neurala nätverk Join Zoom Meeting https://arcada.zoom.us/j/6040267091 Roos Kim
2023-05-10 09:15 - 12:00 E383 Neurala nätverk Join Zoom Meeting https://arcada.zoom.us/j/6040267091 Roos Kim
2023-05-24 09:15 - 12:00 E383 Neurala nätverk Join Zoom Meeting https://arcada.zoom.us/j/6040267091 Roos Kim

Course and curriculum search