B-MBIOCES4.5 ECTSQ1EnglishMaster
BiBC Essentials
FaculteitFaculty of Science
NiveauMaster
Studiejaar2026-2027
Beschrijving
Course goals
General:
Learning goalsgeneral· Can read and understand primary literature and critically evaluate their own understanding· Can understand and adapt an existing workflow to perform a systematic and reproducible bioinformatics analysis · Understands the FAIR principles and the issues related to handling, storage and sharing of data and code bioinformatics· Understand, explain and apply the basics of dimension reduction, clustering (linkage and distances) and visualisation of high dimensional data· Can understand and explain the concept of supervised/unsupervised machine learning and their limitations · Understand and explain the concepts of cross-validation and overtraining · Understands and explain the basics of Hidden Markov Models and its fields of application biocomplexity· Understand and explain the parameter curse and ways to avoid excessive parameter numbers· Understand, explain and apply model parameter fitting · Understand and explain the relevance of space, stochasticity and multiple scales for model behaviour · Understand and explain basic concepts in network theory and motifs · Understand and explain basic concepts of excitable media and their applicability to a broad range of biological phenomena · Understand the basics of numerical integration |
Content
Description of content
In this 6 weeks course the most essential trades for Bioinformatics and BioComplexity will be taught. Short lectures are alternated with hands-on computer practicals and assignments.
Topics that will be covered are: Using the lunix command line and tools.
Building analysis pipelines
Introduction in the many algorithms (and tools) that are used in Bioinformatics and BioComplexity amongst which are: Unix workflows, Version Control, unsupervised learning, parameter fitting, reduction, supervised learning and spatial models
Literature/study material used:
Will be provided as course materials.
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