jbramburger / Data-Science-Methods
This repository contains lecture notes and codes for the course "Computational Methods for Data Science"
☆51Updated 4 years ago
Alternatives and similar repositories for Data-Science-Methods:
Users that are interested in Data-Science-Methods are comparing it to the libraries listed below
- Code for "Nonlinear stochastic modeling with Langevin regression" J. L. Callaham, J.-C. Loiseau, G. Rigas, and S. L. Brunton☆25Updated 3 years ago
- Symbolic Identification of Non-linear Dynamics. The method generalizes the SINDy algorithm by combining sparse and genetic-programming-ba…☆74Updated 2 years ago
- combination of sparse identification of nonlinear dynamics with Akaike information criteria☆16Updated 7 years ago
- ME 539 - Introduction to Scientific Machine Learning☆118Updated this week
- Numerical differentiation with regularization, allowing differentiation of noisy data without amplifying noise. Uses total variation and …☆30Updated 6 years ago
- Bootcamp notebooks☆53Updated 11 months ago
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆54Updated 2 years ago
- A Python library for training neural ODEs.☆21Updated 2 months ago
- Computation of invariant manifolds in high-dimensional mechanics problems☆24Updated last year
- ☆32Updated last year
- Low-dimensional PCA-derived manifolds and everything in between!☆16Updated 7 months ago
- PySensors is a Python package for sparse sensor placement☆90Updated this week
- Matlab codes accompanying Numerical Methods for Stochastic Partial Differential Equations with White Noise☆26Updated 7 years ago
- ☆18Updated 4 years ago
- SINDy (Sparse Identification of Nonlinear Dynamics) algorithms☆74Updated 2 years ago
- ME 697 - Advanced Scientific Machine Learning☆21Updated 2 weeks ago
- Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)☆56Updated 4 years ago
- A Hands-on Introduction to Physics-Informed Neural Networks☆18Updated 3 weeks ago
- ☆41Updated 7 years ago
- ☆14Updated 3 years ago
- An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.☆70Updated last week
- PySINDy GUI☆38Updated 2 years ago
- ☆16Updated 3 years ago
- Sparsity-promoting Kernel Dynamic Mode Decomposition for Nonlinear Dynamical Systems☆29Updated 2 years ago
- Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems☆109Updated last month
- A package for the sparse identification of nonlinear dynamical systems from data☆11Updated 5 years ago
- Update PDEKoopman code to Tensorflow 2☆23Updated 3 years ago
- ☆21Updated 4 years ago
- Pseudospectral Kolmogorov Flow Solver☆38Updated last year
- Computers, Waves, Simulations: A Practical Introduction to Numerical Methods using Python☆14Updated 5 years ago