Computational Models Courses and Certifications

Advanced Algorithms - COMPSCI 224

41 reviews

Explore cutting-edge algorithmic techniques through comprehensive lectures, enhancing problem-solving skills and deepening understanding of complex computational challenges.

• YouTube
• 1 day 11 hours
• On-Demand
• Free Video

Institute for Advanced Study

Modularity, Attention and Credit Assignment Computations - Anirudh Goyal

Explore modularity, attention, and credit assignment in computational models, focusing on complex generalization, independent mechanisms, and selective activation for improved learning and problem-solving.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Shear-Induced Dynamics and Mechanical Responses in Biological Tissues

Explore computational models of biological tissue mechanics under shear forces, examining solidification, thickening, plasticity, and multilayered responses in developmental processes.

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

Simons Institute

Language Generation in the Limit - Transformers as a Computational Model

Explore language generation using basic specifications, contrasting with language learning models. Discover non-trivial guarantees for generating valid new strings from unknown languages.

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

Computational and Graphical Models in Probability

Master computational probability through simulation techniques, network analysis, and graphical models using R. Build expertise in ERGMs and PGMs while gaining practical skills for complex data analysis and machine learning applications.

• Coursera
• 15 hours 56 minutes
• On-Demand
• Paid Course

Ryan O'Donnell

Computational Models - Turing Machines - CMU - CS Theory Toolkit

Explore Turing Machines as a computational model, covering historical advantages, multitape variations, and key concepts like memory, time, and space bounds in theoretical computer science.

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

GOTO Conferences

An Alien Lambda Calculus - Exploring Alternative Computational Models

Explore an alien lambda calculus: a thought experiment on alternate physics and philosophies, offering insights into compiler design and functional programming concepts.

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

Institute for Pure & Applied Mathematics (IPAM)

Mathematics of Intelligences - Computational Models, Neural Mechanisms, and Evolutionary Approaches

Explore computational models, neural mechanisms, and evolutionary approaches to understanding human, animal, and artificial intelligence through expert tutorials.

• YouTube
• 19 hours 18 minutes
• On-Demand
• Free Video

Fields Institute

Advancements in 3D Bioprinting with Computational Models for Enhanced Cell Viability and Functionality

Explore cutting-edge 3D bioprinting techniques and computational models to improve cell viability and functionality in tissue engineering applications.

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

Institute for Pure & Applied Mathematics (IPAM)

Computational Models of Human Cognition - Part 2

Explore advanced computational methods in cognitive science, covering perception, memory, language, and reasoning. Gain insights into modeling human cognition and intelligence.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Computational Models of Human Cognition - Part 1

Explore computational methods in cognitive science, covering perception, memory, language, and reasoning. Gain insights into modeling human cognition through advanced techniques.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Simons Institute

Computational Benefits and Limitations of Transformers and State-Space Models

Explore mechanisms enabling retrieval, copying, and length generalization in language models. Compare Transformers' excellence with LSTM and state-space models' limitations in sequence modeling tasks.

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

Cambridge Materials

Merging Quantum Chemistry and Machine Learning for More Accurate Computational Models

Explore how machine learning and quantum chemistry combine to create faster, more accurate molecular property predictions, with applications in pKa prediction and solar cell performance.

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

Network Dynamics of Social Behavior

399 ratings at Coursera

Explore network dynamics shaping social behavior, from revolutions to cultural shifts. Learn how agent-based models and network theories explain collective behaviors, diffusion processes, and social change.

• Coursera
• 5 hours 25 minutes
• On-Demand
• Paid Course

Translating Research to Communities

Explore population health research, ethical data science, and community engagement in translating discoveries to practice. Learn about computational models, crisis response, and implementation science.

• Coursera
• 6 hours 51 minutes
• On-Demand
• Paid Course