Computational Models Courses and Certifications

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

Advanced Algorithms - COMPSCI 224

29 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

Stanford Seminar - Secure Data Science on the Internet of Things

4 reviews

Learn about why it is important to secure the Internet Of Things(IoT) and its importance to Data Science

• YouTube
• 55 minutes
• 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

Network Dynamics of Social Behavior

387 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
• Free Online Course (Audit)

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
• 7 hours 4 minutes
• On-Demand
• Free Online Course (Audit)

NPTEL;  IIT Kanpur

Theory of Computation

4 reviews

Explore finite automata, regular languages, context-free grammars, and Turing machines. Learn about computational models, their properties, and fundamental concepts in theoretical computer science.

• YouTube
• 1 day 15 hours
• On-Demand
• Free Video

Developmental Robotics

Explore developmental cognitive robotics, inspired by child psychology, to design sensorimotor and cognitive skills in robots. Learn principles, applications, and key theories from psychology and neuroscience.

• Federica
• 3 weeks
• On-Demand
• Free Online Course

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

Taskonomy - Disentangling Task Transfer Learning

Explore task transfer learning, higher-order transfers, and task-specific networks. Discover global taxonomies, evaluate computed structures, and assess generalization to novel tasks.

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

Hanken School of Economics;  TU Delft;  The Open University;  Vrije Universiteit Brussel

Health Emergency Response to a Pandemic: An Integrated Social Science Perspective

Explore the lessons learned from the COVID-19 pandemic to understand how to manage health emergencies and make informed decisions.

• FutureLearn
• 4 weeks, 5 hours a week
• On-Demand
• Free Online Course (Audit)

IIT Guwahati;  NPTEL

User-centric Computing For Human-Computer Interaction

Explore user-centric computing for human-computer interaction, covering design frameworks, computational models, and evaluation techniques for creating usable consumer electronic products.

• Swayam
• 8 weeks
• On-Demand
• Free Online Course

MITCBMM

What You See Is What IT Gets - Responses in Primate Visual Cortex During Natural Viewing

Explores primate visual cortex responses during natural viewing, revealing how neurons in the interior temporal cortex react to faces and repeated fixations, providing insights into our stable visual perception.

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