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awesome-modeling-simulation
Resources for learning about modeling and simulation
https://github.com/comp-physics/awesome-modeling-simulation
- Gilbert Strang lectures on Linear Algebra
- Introduction to Linear and Matrix Algebra (Nathaniel Johnston) (textbooks)
- Linear Algebra Done Right (Axler, Sheldon Jay) (textbooks)
- Numerical Linear Algebra (Lloyd N. Trefethen, David Bau III) (textbooks)
- Introduction to Mathematical Modelling (slides, Prof. Das)
- Intro. to mathematical modeling (slides, Andrea Doescl-Wilson)
- An Introduction to Mathematical Modelling (course lecture notes, Glenn Marion)
- How to build a mathematical model? (notes from Kata Murty)
- Introduction to Modeling and Simulation (slides from Markus J. Buehler, MIT)
- Linear System Representation- MATLAB & Simulink Documentation
- Basic Models- including continuous and discrete time models
- One dimensional Systems (video)
- Geometric Approach 1D systems
- Princeton Notes for 1D systems (Pillow Lab)
- Cornell Notes for 1D systems (Jonathan Victor)
- Two dimensional linear systems (video)
- Two dimensional nonlinear systems fixed points (video)
- Bifurcations in two dimensional systems (video)
- Cornell Notes for 2D systems (Jonathan Victor)
- Introduction to Complex Systems (Dirk Brockmann)
- Numerical Analysis 9th Ed (textbooks)
- Differential equations (3Blue1Brown video playlist)
- Introduction to Numerical Simulation (MIT OpenCourseware, slides)
- 2D cellular automata demo (github repo)
- Cellular Automata Simulator
- Towards DataScience Article
- Markov chain application: Google’s PageRank algorithm (slides)
- Markov Chains & PageRank
- Markov Chain Model Git repos
- Discrete-event simulation of queuing systems
- Discrete-Event Simulation
- What Is Discrete Event Simulation
- Why Use Discrete Event Simulation
- Leveraging Stochastic Processes
- In context of Operations Research
- Example of DES in digital communication systems (video)
- Event discrete simulation with SimPy (video)
- Simulating a Queue (video)
- Examples of using Python to write discrete-event simulations (video)
- Python code example
- Textbook about control systems (book, via GitHub repo)
- Input Modeling
- An Experimentalist’s Introduction to the Observation of Dynamical Systems
- Introduction to Learning Dynamical Systems
- Learning Dynamical Systems from Partial Observations
- Learning Dynamical Systems from Data
Programming Languages