Physical Modeling Courses and Certifications

IEEE Signal Processing Society

Modeling Physical Structure and Dynamics Using Graph-Based Machine Learning

Explore graph-based machine learning for modeling physical structures and dynamics, covering algorithms, architectures, simulations, and applications in various domains.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Strange Loop Conference

Modelica - Component Oriented Modeling of Physical Systems

Explore component-oriented modeling of physical systems using Modelica, a language for simulating complex devices in various industries. Learn about compilation processes and algorithms.

• YouTube
• 42 minutes
• Self-Paced
• Conference Talk

International Centre for Theoretical Sciences

Shock Waves and Turbulence - Physical Modeling, Numerical Challenges

Explore shock waves and turbulence in high-speed flows, covering physical modeling, numerical simulations, and applications in aerospace and astrophysics. Learn about shock-turbulence interactions and heat transfer.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Sampling, Inference, and Data-Driven Physical Modeling in Scientific Machine Learning

Discover advanced sampling and inference techniques for data-driven physical modeling in scientific machine learning applications.

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

Cyber-Physical Systems: Modeling and Simulation

56 ratings at Coursera

Explore modeling and simulation of cyber-physical systems, focusing on physical processes, finite state machines, computation, converters, and digital networks. Gain practical skills for analyzing complex interconnected systems.

• Coursera
• 13 hours 17 minutes
• Self-Paced
• Paid Course

Synthesis and Sound Design 101

Uncover the elements of cutting-edge electronic sound design, exploring synthesis techniques, tools, and signal processing. Gain hands-on experience with industry-standard software and hardware for creating unique sounds.

• CreativeLive
• 2 hours 48 minutes
• Self-Paced
• Paid Course

MathWorks

Designing and Simulating Physical Models

12 ratings at Coursera

Master physical system modeling and simulation using Simscape and Simulink, creating dynamic models for automotive, aerospace, and robotics applications through hands-on projects with industry-standard tools.

• Coursera
• 8 hours 4 minutes
• Self-Paced
• Paid Course

MathWorks

Electric Motor Modeling and Control

Master electric motor modeling and control using MATLAB/Simulink. Simulate PMSMs, design open/closed-loop systems, implement field-oriented control, and optimize motor-driven systems for EVs, robotics, and industrial automation.

• Coursera
• 7 hours 44 minutes
• Self-Paced
• Paid Course

Harvard CMSA

Generative Modeling and Physical Processes - From Diffusion Models to Electrostatic Applications

Delve into advanced generative modeling techniques for complex scientific applications, exploring diffusion models, electrostatic models, and their applications in molecular structures and image generation.

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

Kavli Institute for Theoretical Physics

Exploring Physical and Machine Learning Approaches for Stochastic Modeling and Ensemble Prediction of Weather and Climate

Explores innovative approaches combining physical principles and machine learning for stochastic modeling and ensemble prediction in weather and climate systems, addressing challenges in multi-scale processes and future projections.

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

MGH Martinos Center

BrainMap - Understanding Mental-Physical Comorbidity via Integrated Modeling of Brain-Body Axis

Explore integrated brain-body modeling to understand how mental and physical health conditions interconnect through advanced neuroimaging and computational approaches.

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

Institute for Pure & Applied Mathematics (IPAM)

Toward Physical Generative Modeling

Explore advanced techniques for sampling physical measures in chaotic dynamical systems using neural networks, generative modeling, and score-based methods for scientific applications.

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

University of Nevada, Las Vegas

Digital Modeling: Volume, Surface, Space

Explore 3D composition, form principles, and spatial strategies through digital and physical modeling, drawing techniques, and module aggregation for innovative architectural design.

• Kadenze
• 24 hours
• Self-Paced
• Free Online Course

Ultimate Ableton Live 11, Part 4: Synthesis and Sound Design

Explore advanced synthesis and sound design techniques in Ableton Live 11. Master built-in instruments, samplers, and racks to create unique, powerful sounds for your music productions.

• Kadenze
• 3 hours
• Self-Paced
• Free Online Course

Wolfram System Modeler: Introduction to the Modelica Language

Learn Modelica basics, language constructs, model interfaces, and modeling practices for Wolfram System Modeler. Gain hands-on experience with Model Center to enhance physical system modeling skills.

• Wolfram U
• 23 minutes
• Self-Paced
• Free Online Course