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Data Science Programming 7,5 hp

Undervisningen bedrivs på engelska.

Kursinnehåll

The course is a basic course in data science programming with Python and R. The course covers basic language features and concepts, including core libraries for data science programming, such as data management and augmentation, data analysis and visualization, machine learning and model evaluation, alternating theory with practice. After completing the course, the student shall have acquired a basic, but broad, knowledge in the field of data science programming. Specifically, the student should understand and be able to apply all theoretical concepts covered.


The course includes the following elements:
- Syntax and Semantics: basic language features for the programming languages Python and R
- Data Management: importing, exporting, transforming, representing and manipulating data
- Data Augmentation: missing value imputation, discretisation and dimensionality reduction
- Data Analysis and Visualization: libraries for statistical data analysis and visualization
- Machine Learning: libraries for supervised and unsupervised machine learning
- Evaluation and Performance: evaluation metrics and significance testing
- Overview of other (besides Python and R) Data Science Programming environments

Förkunskapskrav

Passed courses at least 90 credits within the major subject Computer Engineering, Electrical Engineering (with relevant courses in Computer Engineering), or equivalent, or passed courses at least 150 credits from the programme Computer Science and Engineering, and completed courses Data Science, 7,5 credits and Machine Learning, 7,5 credits, or equivalent. Proof of English proficiency is required.

Utbildningsnivå: Avancerad nivå
Kurskod/Ladokkod: TDPS22
Kursen ges vid: Tekniska Högskolan

Kommande kurstillfällen

Typ av Kurs
Programkurs
Studieform
Campus
Termin
Våren 2022: vecka 13 - vecka 22
Studietakt
100%
Undervisningsspråk
Engelska
Ort
Jönköping
Kurstid
Dag
Kursansvarig
Marcel Bollmann
Examinator
Marcel Bollmann
Gäller enbart studenter utanför EU/EES/Schweiz: Studieavgift
18750kr
Kursplan
HTML  PDF
Anmälningskod
HJ-T2120
Senast ändrad 2021-12-03 07:39:19