Resource types:
- free website
- free website, registration required
- paid website
- free book/ebook
- paid book/ebook
- Open Access Journal
Analysis
- Applied Numerical Analysis (Aerostudents, TUDelft)
- Introduction to Computational Thinking (18.S191, 2022) (OpenCourseWare, Massachusetts Institute of Technology)
- Introduction to Numerical Analysis for Engineering (2.993J) (Henrik Schmidt, Massachusetts Institute of Technology)
Biological
- Biomolecular Feedback Systems (2.18, 2015) (Domitilla Del Vecchio, Massachusetts Institute of Technology)
- Computation for Biological Engineers (20.181) (OpenCourseWare, Massachusetts Institute of Technology)
- Computational Biology (6.047, 2015) (Manolis Kellis, Massachusetts Institute of Technology)
- Computational Cognitive Science (9.66J, 2004) (Joshua Tenenbaum, Massachusetts Institute of Technology)
- Foundations of Algorithms and Computational Techniques in Systems Biology (20.482J) (OpenCourseWare, Massachusetts Institute of Technology)
- Foundations of Computational and Systems Biology (7.91J) (OpenCourseWare, Massachusetts Institute of Technology)
- Introduction to Computational Thinking with Julia, with Applications to Modeling the COVID-19 Pandemic (18.S190, 2020) (OpenCourseWare, Massachusetts Institute of Technology)
Controls
- Control Bootcamp (Steve Brunton, University of Washington)
-
Control Systems Lectures
(Brian Douglas)
Course is broken out into several playlists. - Control Theory (Aerostudents, TUDelft)
- Data-Driven Control with Machine Learning (Steve Brunton, University of Washington)
- Knowledge-Based Control Systems (Aerostudents, TUDelft)
-
Reinforcement Learning
(Steve Brunton, University of Washington)
Machine Learning for Control Theory - Systems Theory (Aerostudents, TUDelft)
- Systems, Modeling, and Control II (2.004, 2007) (OpenCourseWare, Massachusetts Institute of Technology)
Dynamical Systems
- Data-Driven Dynamical Systems Overview (Steve Brunton, University of Washington)
-
Koopman Analysis
(Steve Brunton, University of Washington)
Nonlinear Dynamical Systems
Environmental
- Computing and Data Analysis for Environmental Applications (1.017, 2003) (Dennis McLaughlin, Massachusetts Institute of Technology)
Finite Element Analysis
- Finite Element Analysis of Solids and Fluids I (2.092, 2009) (Klaus-J�rgen Bathe, Massachusetts Institute of Technology)
Fluid Mechanics
- Computational Fluid Dynamics (Aerostudents, TUDelft)
- Computational Fluid Dynamics for Aerospace Engineers (Aerostudents, TUDelft)
- Constitutive Modelling (Aerostudents, TUDelft)
- Design of Ocean Systems (2.019, 2011) (OpenCourseWare, Massachusetts Institute of Technology)
- Machine Learning for Fluid Mechanics (Steve Brunton, University of Washington)
Fourier Analysis
- Fourier Analysis [Data-Driven Science and Engineering] (Steve Brunton, University of Washington)
General
- Beginning Scientific Computing (Steve Brunton, University of Washington)
- Engineering Mathematics (Mechanical Engineering Analysis) (ME564 and ME565) (Steve Brunton, University of Washington)
- Numerical Computation for Mechanical Engineers (2.086, 2014) (Anthony T. Patera, Massachusetts Institute of Technology)
- Numerical Methods for Engineers (ChEn 541) (David O. Lignell, Brigham Young University)
Networks
- Introduction to Network Models (1.022, 2018) (Amir Ajorlou, Massachusetts Institute of Technology)
Numerical Modeling
- Finite Element Method (University of Cambridge)
- Modeling Dynamics and Control I (2.003, 2005) (OpenCourseWare, Massachusetts Institute of Technology)
- Modeling Dynamics and Control II (2.004, 2003) (OpenCourseWare, Massachusetts Institute of Technology)
- Numerical Modeling (EGR 5110) (Cal Poly Pomona)
- The Art of Approximation in Science and Engineering (6.055J, 2008) (Sanjoy Mahajan, Massachusetts Institute of Technology)
Simulation
- Beyond Lean: Simulation in Practice, Second Edition (Charles R. Standridge, Grand Valley State University)
- Experimental Simulations (Aerostudents, TUDelft)
-
Standalone Simulations
(University of Cambridge)
Materials Science and Engineering
Stochastic Systems
- Discrete Time Stochastic Systems (Aerostudents, TUDelft)
- Stochastic Aerospace Systems (Aerostudents, TUDelft)
Python package