Vatsal Kedia's repositories
Virtual-Controls-Laboratory
Virtual labs and mechanisms for studying controls.
Applied-Linear-Algebra
A collection of teaching scripts showing applications of linear algebra to chemistry, computer science, mechanical engineering, and more.
Transfer-Function-Analysis-of-Dynamic-Systems
Interactive courseware module that introduces transfer function analysis taught in system dynamics and controls courses.
Regression-Basics
Interactive courseware module that addresses the fundamentals of regression analysis taught in STEM courses.
Matrix-Methods-of-Linear-Algebra
Interactive courseware module that addresses fundamental matrix methods and linear systems taught in introductory linear algebra courses.
Probability-Theory
A courseware module that covers the fundamental concepts in probability theory and their implications in data science. Topics include probability, random variables, and Bayes' Theorem.
awesome-matlab-students
An awesome list of helpful resources for students learning MATLAB & Simulink. List includes tips & tricks, tutorials, videos, cheat sheets, and opportunities to learn MATLAB & Simulink .
Descriptive-Stats-and-Probability
Interactive courseware module that addresses common foundational-level concepts taught in statistics courses.
control101
MATLAB toolbox for control 101 course
marla
Matlab Algorithms for Randomized Linear Algebra
Kalman-filter-virtual-lab
Virtual lab to study Kalman filter design with interactive exercises
Machine-Learning-for-Regression
Interactive courseware module that introduces typical workflow, setup, and considerations involved in solving regression problems with machine learning.
SLICOT-SystemIdentification
SLICOT System Identification Toolbox
Optimization_WinterSchool2022_IITGoa_ACM
This repo contains files used for my lecture in ACM-IIT Goa Winter School on Optimization
dlkoopman
Koopman theory implemented using deep learning
deeptime
Python library for analysis of time series data including dimensionality reduction, clustering, and Markov model estimation
pysindy
A package for the sparse identification of nonlinear dynamical systems from data
interpretable_machine_learning_with_python
Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.
AIML_CEP_2021
Repo for AIML CEP 2021
randomized-algorithm-class
Randomized algorithm class at CU
LMPC_SimpleExample
MATLAB LMPC implementation for a double integrator system
databook_matlab
Matlab files with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Steven L. Brunton and J. Nathan Kutz http://www.databookuw.com/
RandSysID
This repository contains MATLAB codes for randomized system identification.