Professional Certificate in Systems Biology for Bioinformaticians
-- ViewingNowThe Professional Certificate in Systems Biology for Bioinformaticians is a comprehensive course designed to equip learners with the essential skills required to excel in the rapidly evolving field of bioinformatics. This course is crucial for individuals seeking to understand the intricate relationship between biological systems and data analysis.
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⢠Introduction to Systems Biology: Principles and approaches in systems biology; systems thinking; understanding biological systems as networks.
⢠Mathematical Modelling in Bioinformatics: Differential equations; stochastic processes; parameter estimation; model selection and validation.
⢠Omics Data Analysis: Transcriptomics, proteomics, metabolomics; data preprocessing; statistical analysis; visualization.
⢠Network Biology: Network construction; topological analysis; interaction types; pathway analysis; network dynamics.
⢠Systems Biology Software and Tools: Overview of popular software and tools; hands-on exercises with selected tools; best practices for tool selection and use.
⢠Machine Learning in Systems Biology: Supervised and unsupervised learning; feature selection; model evaluation; applications in systems biology.
⢠Integrative Analysis of Multi-omics Data: Data integration strategies; correlation and causality; Bayesian networks; applications in disease understanding.
⢠Systems Biology in Drug Discovery: Target identification and validation; network-based drug discovery; drug repurposing; systems pharmacology.
⢠Case Studies in Systems Biology: Selected examples of successful systems biology applications; practical insights; implications for future research.
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