Computational Models Courses and Certifications

NPTEL-NOC IITM

Computational Thermodynamics 1 - Introduction - Unary Models and Data

Discover computational thermodynamics fundamentals, exploring software tools, databases, and unary SGTE models to derive thermodynamic properties from Gibbs energy descriptions.

• YouTube
• 24 minutes
• On-Demand
• Free Video

NPTEL-NOC IITM

Computational Thermodynamics 2 - Binary and Higher Order Models - Minimization

Master binary thermodynamic systems through G models, Redlich-Kister parameters, and constrained minimization techniques for equilibrium calculations.

• YouTube
• 22 minutes
• On-Demand
• Free Video

UofU Data Science

Computational Learning Theory and PAC Learning Models - Lecture 11

Explore formal models of learnability and the PAC learning framework to understand theoretical foundations of machine learning algorithms and their capabilities.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Higher Type Recursion in Transfinite Computational Models

Explore higher type recursion through infinite time Turing machines and discover analogies with Kleene's Type 2 computation model in this advanced mathematical talk.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Computational Genomics Summer Institute CGSI

Generative Models and Their Applications in Computational Biology

Explore generative models like VAEs and diffusion models for computational biology applications, from protein design to genomic data analysis.

• YouTube
• 35 minutes
• On-Demand
• Free Video

Broad Institute

Models, Inference and Algorithms: Lightning Talks on Machine Learning and Computational Biology

Discover cutting-edge research presentations on machine learning in healthcare, protein modeling, chemical space exploration, and DNA sequence generation from leading researchers at MIT, Harvard, and Broad Institute.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Fields Institute

Prostate: Small Organ, Big Problems - Informing Clinical Decisions with Computational Models

Explore how computational models enhance clinical decision-making for prostate-related conditions through advanced mathematical and biological approaches.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Computational Genomics Summer Institute CGSI

Large Language Models in Computational Biology - A Primer (2024 Update)

Explore how large language models are revolutionizing computational biology with this updated primer from Jian Ma at CGSI 2024.

• YouTube
• 44 minutes
• On-Demand
• Free Video

AI Institute at UofSC - #AIISC

Computational Analogies in the Era of Large Language Models

Explore computational analogical reasoning in large language models through comprehensive research on complexity taxonomies, evaluation methods, and knowledge-enhanced approaches for AI systems.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

Inside Livermore Lab

Defining Foundation Models for Computational Science - Toward Clarity and Rigor

Explore rigorous definitions and characteristics of foundation models in computational science, from fluid dynamics to climate modeling, with insights into DD-FEM methodology.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

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
• On-Demand
• 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
• On-Demand
• Free Online Course

Introduction to the Theory of Computing - Stanford

Explore fundamental concepts of theoretical computer science, including automata, computability, and complexity theory, with practical applications and algorithmic fairness.

• YouTube
• 20 hours
• On-Demand
• Free Video

Yannic Kilcher

Growing Neural Cellular Automata

Explore neural cellular automata that learn to grow complex patterns through local interactions, mimicking biological morphogenesis and self-organization in a fascinating, interactive model.

• YouTube
• 16 minutes
• On-Demand
• Free Video

Alan Turing Institute

Deep and Multi-Fidelity Learning with Gaussian Processes

Explore uncertainty quantification using Gaussian Process emulators for complex systems, focusing on deep learning and multi-fidelity approaches in climate, tsunami, and earthquake modeling.

• YouTube
• 25 minutes
• On-Demand
• Free Video