Computational Modeling Courses and Certifications

MICDE University of Michigan

Computational Frontiers in Weather and Climate Modeling

Explore cutting-edge computational approaches in weather and climate modeling, including high-resolution trends, digital twins, and emerging paradigms for advanced simulations.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Computational Genomics Summer Institute CGSI

Computational Methods for Modeling and Analyzing Epigenomic Data - CGSI 2023

Explore computational methods for modeling and analyzing epigenomic data, focusing on chromatin state discovery, genome annotation, and cross-species conservation in functional genomics.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Computational Genomics Summer Institute CGSI

A Tutorial on Computational Methods for Modeling and Analyzing Epigenomic Data

Explore computational methods for modeling and analyzing epigenomic data, covering ChromHMM, multivariate Hidden Markov Models, and integrating multiple chromatin markers across cell types.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

The Julia Programming Language

Cognitive Computational Modeling Made Easy with Julia

Explore cognitive computational modeling using Julia, featuring ActionModels.jl for flexible simulations and HierarchicalGaussianFiltering.jl for advanced learning and perception models.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Computational Genomics Summer Institute CGSI

Computational Methods for Modeling and Analyzing Epigenomic Data

Explore advanced computational approaches for modeling epigenomic data, including cross-species methylation imputation, regulatory activity annotation, and genome-wide conservation scoring.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Computational Petrophysics - Integrating Multiscale Modeling and Synchrotron Techniques for CO2 Storage and Planetary Sciences

Explore multiscale modeling and synchrotron techniques in computational petrophysics for CO2 storage and planetary science applications.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Computational Challenges with Modeling Core Collapse Supernovae - IPAM at UCLA

Explore computational challenges in modeling core collapse supernovae and gravitational wave emission, covering recent progress, physics requirements, and future directions in multi-dimensional simulations.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Neural Circuit Modeling of Large-Scale Brain Dynamics for Computational Psychiatry

Explore neural circuit modeling for large-scale brain dynamics in computational psychiatry, bridging microcircuit perturbations with neuroimaging biomarkers to advance personalized therapeutics.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

IEEE Signal Processing Society

Sparse Modeling and Learning for Computational Imaging - SPACE Webinar Series

Explore advanced signal processing techniques and their applications in imaging and data science with expert insights from Saiprasad Ravishankar of Michigan State University.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

IIT Kharagpur;  NPTEL

Computational Neuroscience

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Explore neural information processing, from single neuron modeling to population-level encoding/decoding. Learn about synaptic plasticity and its role in learning, memory, and cognitive phenomena.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

Nonlinear Dynamics: Mathematical and Computational Approaches

Explore nonlinear dynamics through mathematical and computational approaches, from chaotic systems to real-world applications. Master numerical solutions, time-series analysis, and practical implementations using programming.

• Complexity Explorer
• Self-Paced
• Free Certificate

Foundations & Applications of Humanities Analytics

Discover how computational text analysis transforms humanities research by learning foundational methods to extract meaning from digital sources without requiring programming skills.

• Complexity Explorer
• Self-Paced
• Free Certificate

Complexity-GAINs Curriculum

Gain foundational knowledge in complex systems science, applying interdisciplinary approaches to social-behavioral, intelligent, and ecosystem topics. Develop modeling skills for universal properties across diverse fields.

• Complexity Explorer
• Self-Paced
• Free Certificate

IIT Palakkad;  NPTEL

Mechanics and Control of Robotic Manipulators

Learn algorithmic approaches, mathematical models, and control methods for robotic manipulators. Analyze mechanical and electrical systems, design basic robotic systems, and implement various control techniques.

• Swayam
• 8 weeks
• Self-Paced
• Free Online Course

Institut Pasteur

Modeling of Infectious Diseases

Dans ce MOOC, vous apprendrez une approche élémentaire, mais très générale, de la modélisation mathématique de la dynamique des maladies infectieuses.

• France Université Numerique
• 22 hours
• Self-Paced
• Free Online Course