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Data Analytics17016/1553/2223/1/47
Study guide

Data Analytics

17016/1553/2223/1/47
Academic year 2022-23
Is found in:
  • Bachelor of Applied Computer Science, programme stage 3
This is a single course unit.
Study load: 3 credits
Total study time: 75,00 hours
Re-sit exam: is possible.
It is not possible to enrol in this course unit under
  • exam contract (to obtain a credit).
  • exam contract (to obtain a degree).
Co-ordinator: Vandycke Dirk
Other teaching staff: Baert Brian, Devlieger Ines
Language course: No
Languages: English

Prerequisites

having passed, or having a deliberated mark for Problem Solving AND having passed, or having a deliberated mark for AI and Business Fundamentals.

Goals

Knowledge/Insight
The student classifies different pre-processing methods and their applications
The student clarifies the meaning of syntax used to query data
The student distinguishes mathematical algorithms that are needed for the implementation of IT components

Apply
The student applies the correct pre-processing on data to be handled later.
The student designs an information model for data based on the application and structure of said data
The student chooses the most appropriate way to collect data for a specific application
The student chooses the suitable mathematical techniques, data structures and data analysis methods for the design, implementation and monitoring of IT elements, systems and solutions
The student has full control over the mathematical algorithms that are needed for the implementation of IT components

Integrate (simple)
The student chooses the appropriate storage format and technology for storing data

Content

Statistics

- Descriptive statistics
- Probability
- Probability distributions

Data Mining / Machine Learning

- Regression
- Classification
- Clustering

Study materials

Lecturer's courseMandatory
PresentationMandatory

Learning outcomes

PBATI02: The professional bachelor ACS critically collects, interprets and converts process and data information, stores these and puts these at the disposal, so that they can be retrieved in a correct and efficient way.
CodeDescription
PBATI02The professional bachelor ACS critically collects, interprets and converts process and data information, stores these and puts these at the disposal, so that they can be retrieved in a correct and efficient way.

Activities

  • Lecture
  • Exercise class

Evaluation

Evaluation(s) for first exam chance
MomentForm%Remark
exam period 1 (1st sem) (regular exam schedule)exam: specific method or combination of methods60,00
exam period 1 (outside exam schedule)exam: specific method or combination of methods40,00
Evaluation(s) for re-sit exam
MomentForm%Remark
exam period 3 (august/september) (regular exam schedule)exam: specific method or combination of methods100,00