Machine Learning & BioStatistics Hackathon 2020
Materials created at the Machine Learning and BioStatistics hackathon organised by ELIXIR-GR (CERTH) in October and November 2020.
Scientific topics: Computer science, Statistics and probability, Machine learning
Keywords: machine learning, biostatistics, eLearning, EeLP
Resource type: Training materials
Machine Learning & BioStatistics Hackathon 2020
https://elixir.mf.uni-lj.si/course/view.php?id=53
http://tess.elixir-uk.org/materials/machine-learning-biostatistics-hackathon-2020
Materials created at the Machine Learning and BioStatistics hackathon organised by ELIXIR-GR (CERTH) in October and November 2020.
Fotis Psomopoulos
Computer science
Statistics and probability
Machine learning
machine learning, biostatistics, eLearning, EeLP
Life Science Researchers
statisticians
Training Designers
Training instructors
Trainers
Introduction to qualitative modelling with MaBoSS
Boolean modelling uses a simple representation of biological entities as either active or inactive, and describes their relations with logical formulas. MaBoSS extends Boolean modelling by adding a notion of continuous time, with the introduction of rates of (in)activation. This enable the...
Scientific topics: Statistics and probability, Molecular interactions, pathways and networks, Personalised medicine, Simulation experiment
Operations: Modelling and simulation
Keywords: HPC, Biomodelling, cell simulations, Boolean
Resource type: Webinar
Introduction to qualitative modelling with MaBoSS
https://www.youtube.com/watch?v=zvOZBFivpCc
http://tess.elixir-uk.org/materials/introduction-to-qualitative-modelling-with-maboss
Boolean modelling uses a simple representation of biological entities as either active or inactive, and describes their relations with logical formulas. MaBoSS extends Boolean modelling by adding a notion of continuous time, with the introduction of rates of (in)activation. This enable the representation of physical time, and of processes with different time scales. MaBoSS simulate multiple stochastic trajectories, and produces trajectories of the probabilities of the system state. This webinar will introduce the concepts of boolean modelling, and MaBoSS’ continuous time boolean modelling, and will then demonstrate the use of WebMaBoSS, a web interface designed for easily simulating MaBoSS models.
Vincent Noel
Statistics and probability
Molecular interactions, pathways and networks
Personalised medicine
Simulation experiment
HPC, Biomodelling, cell simulations, Boolean
Anyone interested in simulation of metabolic models, and in PerMedCoE tools and activities
Bioinformatics Summer School 2019
This one-week intensive summer school in bioinformatics will focus on data analysis and high throughput biology, with a special focus on R/Bioconductor and its application to a wide range of topics across bioinformatics and computational biology. The course is intended for researchers who are...
Scientific topics: Statistics and probability, Omics, RNA-Seq, Proteomics
Operations: Data handling
Bioinformatics Summer School 2019
https://uclouvain-cbio.github.io/BSS2019/#schedule
http://tess.elixir-uk.org/materials/bioinformatics-summer-school-2019
This one-week intensive summer school in bioinformatics will focus on data analysis and high throughput biology, with a special focus on R/Bioconductor and its application to a wide range of topics across bioinformatics and computational biology. The course is intended for researchers who are familiar with omics experimental technologies and their applications in biology, have had some exposure with R, and who want to learn or expand their bioinformatics skills.
Martin Morgan
Laurent Gatto
Janick Mathys
Lieven Clement
Charlotte Soneson
Koen Van den Berge
Oliver Crook
Statistics and probability
Omics
RNA-Seq
Proteomics
PhD students
Multiple testing
Bioconductor provides tools for the analysis and comprehension of high-throughput genomic data.
Bioconductor uses the R statistical programming language, and is open source and open development.
It has two releases each year, 1560 software packages, and an...
Scientific topics: Statistics and probability
Multiple testing
https://bioconductor.org/help/course-materials/2016/CSAMA/lect-02+13-testing/160711-brixen-testing-huber.pdf
http://tess.elixir-uk.org/materials/hypothesis-testing-27ffb208-e582-48db-a8c0-ad22a87a1329
Bioconductor provides tools for the analysis and comprehension of high-throughput genomic data.
Bioconductor uses the R statistical programming language, and is open source and open development.
It has two releases each year, 1560 software packages, and an active user community.
Bioconductor is also available as an AMI (Amazon Machine Image) and a series of Docker images.
Wolfgang Huber
Statistics and probability
Statistical Analysis using SPSS
Statistics are an important part of most modern studies and being able to effectively use a statistics package can help you to understand your results. This course provides an introduction to statistics illustrated though the use of the friendly SPSS package.
Scientific topics: Statistics and probability
Keywords: Babraham Institute
Statistical Analysis using SPSS
http://www.bioinformatics.babraham.ac.uk/training.html#spss
http://tess.elixir-uk.org/materials/statistical-analysis-using-spss
Statistics are an important part of most modern studies and being able to effectively use a statistics package can help you to understand your results. This course provides an introduction to statistics illustrated though the use of the friendly SPSS package.
Anne Segonds-Pichon
Statistics and probability
Babraham Institute
Introduction to R: A software environment for statistical computing
R is a free software environment for statistical computing and graphics. It is widely used in scientific data analysis. R is a great tool for biologists, since it provides cutting edge statistical techniques, excellent graph and figure plotting capabilities and bioinformatics tools all in one...
Scientific topics: Software engineering, Statistics and probability
Keywords: John Innes Centre, JIC
Introduction to R: A software environment for statistical computing
http://training.scicomp.jic.ac.uk/docs/r_intro_course_book/index.html
http://tess.elixir-uk.org/materials/introduction-to-r-a-software-environment-for-statistical-computing
R is a free software environment for statistical computing and graphics. It is widely used in scientific data analysis. R is a great tool for biologists, since it provides cutting edge statistical techniques, excellent graph and figure plotting capabilities and bioinformatics tools all in one package.
The John Innes Centre
Software engineering
Statistics and probability
John Innes Centre, JIC
Any students, postdocs or RAs who have an interest in bioinformatics and who intend to carry out statistical analysis of their experimental data using R. This two day course is planned to be a very gentle introduction to the very basic concepts of R.
Statistics with R
The aim of this course is to teach you how to perform basic statistical analysis using R. First we review the foundations (sampling theory, discrete and continuous distributions), then we focus on classical hypothesis testing. This course will improve your generic statistics knowledge....
Scientific topics: Statistics and probability
Keywords: Biostatistics, R
Statistics with R
https://www.mygoblet.org/training-portal/materials/statistics-r
http://tess.elixir-uk.org/materials/statistics-with-r
The aim of this course is to teach you how to perform basic statistical analysis using R. First we review the foundations (sampling theory, discrete and continuous distributions), then we focus on classical hypothesis testing. This course will improve your generic statistics knowledge.
Topics:
Sampling theory: obtaining information about a population via sampling.
Sample characteristics (location, dispersion, skewness), estimation of the mean, standard error of the mean.
Discrete and continuous probability distributions. Central limit theorem.
Hypothesis testing. Basic principles, one- and two-sided testing, types of errors, power calculations.
"Cookbook of tests": location testing, normality, variance comparisons,
counting statistics, contingency tables, regression tests.
András Aszódi
Statistics and probability
Biostatistics, R
2016-04-21
2017-10-09
ArrayExpress: Quick tour
This quick tour provides an overview of EMBL-EBI’s functional genomics database ArrayExpress.
This course was updated in December 2015.
An undergraduate-level understanding of biology is an advantage. You may wish to have a look at our Functional genomics: An introduction to EMBL-EBI...
Scientific topics: Gene expression, Gene expression and microarray, Functional genomics
Keywords: Gene Expression
ArrayExpress: Quick tour
http://www.ebi.ac.uk/training/online/course/arrayexpress-quick-tour-1
http://tess.elixir-uk.org/materials/arrayexpress-quick-tour
This quick tour provides an overview of EMBL-EBI’s functional genomics database ArrayExpress.
This course was updated in December 2015.
An undergraduate-level understanding of biology is an advantage. You may wish to have a look at our Functional genomics: An introduction to EMBL-EBI resources before taking this course.
Melissa Burke
Gene expression
Gene expression and microarray
Functional genomics
Gene Expression
Beginners
2016-06-14