IPython notebooks with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by J. Nathan Kutz and Steven L. Brunton
☆169Jan 24, 2022Updated 4 years ago
Alternatives and similar repositories for Data_Driven_Science_Python_Demos
Users that are interested in Data_Driven_Science_Python_Demos are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Matlab files with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems…☆328Feb 9, 2024Updated 2 years ago
- IPython notebooks with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Sy…☆1,020Jan 21, 2024Updated 2 years ago
- Repository for the codes in my upcoming book on Machine Learning☆13Sep 27, 2024Updated last year
- A data-driven method for linear quadratic control with state and control constraints☆13Sep 18, 2022Updated 3 years ago
- A reliable controller is critical for execution of safe and smooth maneuvers of an autonomous vehicle. The controller must be robust to e…☆79Jul 25, 2019Updated 6 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- CTF workshop deep learning tutorial and hackathon☆13Feb 16, 2023Updated 3 years ago
- My Master Thesis in the area of Data-Driven Control Engineering☆13Oct 10, 2021Updated 4 years ago
- ☆46Aug 4, 2023Updated 2 years ago
- Code for controllers (PID, LQR) for flying quad-copter on various trajectories generated with way-points and dynamic constraints on MATLA…☆12Jan 19, 2019Updated 7 years ago
- code to compute the Dynamic Mode Decomposition (DMD), adapted for large-scale neural recordings☆28Mar 3, 2016Updated 10 years ago
- ☆30Mar 18, 2020Updated 6 years ago
- acoustic FWI for isotropic media in frequency domain☆18Feb 10, 2021Updated 5 years ago
- Control simulation of a mass-spring-damper system using a model-based reinforcement learning algorithm☆21Jan 14, 2021Updated 5 years ago
- Python libraries for model order reduction, clustering and data analysis.☆10May 24, 2024Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Dimensionless learning☆48Apr 10, 2026Updated 3 months ago
- Application of Deep Learning to Computational Fluid Dynamics☆21Apr 26, 2019Updated 7 years ago
- Material for "Differentiable programming with Flux" at ODSC East & Europe, 2019☆24Nov 22, 2019Updated 6 years ago
- Numerical assessments of a nonintrusive surrogate model based on recurrent neural networks and proper orthogonal decomposition: Rayleigh …☆10Dec 2, 2022Updated 3 years ago
- Geometry to Mesh Glyph Scripts☆11Jun 11, 2021Updated 5 years ago
- Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems☆171Oct 28, 2025Updated 8 months ago
- This repository provides codes in MATLAB for computing data-driven backward reachable sets and set-theoretic model predictive control (ST…☆10Aug 2, 2023Updated 2 years ago
- Physics-informed information field theory - Solve inverse problems with built-in model form uncertainty estimation☆13Jan 24, 2024Updated 2 years ago
- CNN model to predict the lift-drag ratio of airfoil☆18Feb 28, 2021Updated 5 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)☆62Jan 8, 2021Updated 5 years ago
- Fundamentals of Machine Learning (University of Applied Sciences Utrecht)☆32Nov 3, 2021Updated 4 years ago
- Message-Passing-Interface (MPI) based stl/obj to signed-distance-field (SDF) converter written in Python for Cartesian grids☆14Jun 27, 2024Updated 2 years ago
- Data-driven simulation of taxi trips. Analysis of taxi information systems.☆16Jun 13, 2015Updated 11 years ago
- CCFDV3.0 is an open-source written in fortran for the analysis of CFD problems on structured meshes (CGNS format). …☆14Jun 10, 2022Updated 4 years ago
- Programs for cell mapping book by Springer☆11May 6, 2019Updated 7 years ago
- A Glyph script for generating NACA 4-series airfoil geometries and boundary layer meshes.☆30Jun 4, 2026Updated last month
- Python code to calculate proper orthogonal decomposition modes (aka principal components), which are then used to generate reduced order …☆40Jul 4, 2015Updated 11 years ago
- A python package to process Direct Numerical Simulations☆22Jun 19, 2026Updated last month
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- A package for computing data-driven approximations to the Koopman operator.☆441Jan 22, 2026Updated 5 months ago
- Code associated with "Robust Optimization for Non-Convex Objectives" (R. Chen, B. Lucier, Y. Singer, V. Syrgkanis). NIPS 2017. https://ar…☆22Dec 1, 2017Updated 8 years ago
- Console to simulate airflow around an airfoil based on RANS approach☆10Jul 13, 2026Updated last week
- ☆12Oct 27, 2022Updated 3 years ago
- Grand Unified Discontinuous Galerkin Environment? A DG code in training.☆15Updated this week
- Python package GNP (graph neural preconditioners)☆25Feb 4, 2025Updated last year
- Data Driven Decision Making and Control☆17Nov 21, 2018Updated 7 years ago