Importing data in R, data types and data wrangling
Visualization, grammar of graphics, ggplot2
PCA
Regression
Testing (ANOVA, t-test)
Clustering
Tidy data
R-Python interoperability
Basic python toolkit: pandas, numpy, matplotlib, seaborn
Data manipulation and preprocessing (Dealing with outliers, encoding features, scaling data)
Linear and non-linear models, Regression and classification
Metrics
Advanced ML and DNN (keras, torch, tf, building NN)
Please see the faculty expertise areas below and project topics in the syllabus.
Nencki Institute of Experimental Biology PAS, Poland
#genomics #stem cells #regulatory networks
Systems Biology & Biomedical Data Science Laboratory, University of Konstanz, Germany
#gene regulation
Vasyl Stefanyk Precarpathian National University, Ukraine
#biochemistry #cell biology
Centre for Genomic Regulation, Spain
#genomics #bioinformatics #statistics
Okinawa Institute of Science and Technology, Japan
#genomics #evolution
Institut de Biologia Evolutiva - CSIC UPF, Spain
#protistology
Bogomoletz Institute of Physiology, Department of neuromuscular physiology, Ukraine
#machine learning
Okinawa Institute of Science and Technology, Japan
#evolution #immunology
Okinawa Institute of Science and Technology, Japan
#evolution #modeling #epidemiology
LLO Ingeneko, Ukraine
#molecular biology #biochemistry
Quantum Machine Learning Engineer, Kyiv Academic University, Ukraine
#molecular dynamics
Preste
#molecular dynamics
Heinrich-Heine-Universität Düsseldorf, Germany
#protistology
Okinawa Institute of Science and Technology, Japan
#protistology
Institute of Evolutionary Biology, Poland
#protistology
Centre for Genomic Regulation, Spain
#genomics #bioinformatics #statistics
Jagiellonian University, Poland
#image analysis #cell biophysics
Centre for Genomic Regulation, Spain
#genomics #bioinformatics #statistics
European Molecular Biology Laboratory, Germany
#image analysis #proteomics
Centre for Genomic Regulation, Spain
#single-cell data analysis
Centre for Genomic Regulation, Spain
#microbiology #bioinformatics
Lyceum “Maibutni”, Ukraine
#biochemistry #pharmacology
LLO Ingeneko, Ukraine
#molecular biology #biochemistry
University of Tartu, Estonia
Bohomoletz Institute of Physiology, Ukraine
Institute of Biology (Freie Universität Berlin), Germany
Oles Honchar Dnipro National University, Dnipro
Vasyl Stefanyk Precarpathian National University, Ukraine
EMBL, Germany
Schmalhausen Institute of Zoology, Ukraine
National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute”, Ukraine
The UBDS^3 school is organized by:
School of Molecular and Theoretical Biology, a United States of America charitable 501c3 school.
We are supported by:
Educational partners: