There are 5 repositories under non-linear-optimization topic.
Iterative Linear Quadratic Regulator with auto-differentiatiable dynamics models
Implementing trajectory optimization on bipedal system
A CUDA reimplementation of Bundle Adjustment for VINS-Fusion
It is a known fact that quadrotor UAVs are in general under-actuated and nonlinear system and it is a challenge to control them, especially in case of aggressive maneuvers. Our goal in this project is to study the nonlinear geometric control approach to control a quadrotor. The configuration of the quadrotor system described on smooth nonlinear geometric configuration spaces has been briefly discussed, and analyzed with the principles of differential geometry. This allows us to avoid any kind of singularities that would otherwise arise on local charts.
General variable and Lie group containers with extensive Eigen interoperability for non-linear optimizations.
Package lm solves non-linear least squares problems using the Levenberg-Marquardt method.
A project to package the NLOpt library to wheels
Ceres.js is a javascript port of the Ceres solver. Ceres Solver is an open source C++ library for modeling and solving large, complicated optimization problems. It can be used to solve Non-linear Least Squares problems with bounds constraints and general unconstrained optimization problems. It is a mature, feature rich, and performant library.
Open souce quantitative finance models and algorithms with tutorials
Study of the paper 'Neural Thompson Sampling' published in October 2020
Python implementation for Zhang's camera calibration.
Python code to reconstruct a 3D scene and simultaneously obtain the camera poses with respect to the scene(Structure from motion))
2D Geometric Constraint Solver
Collection of discrete- and continuous-time motion parametrizations.
Implementation of the algorithm described in the following paper. Korenberg, M., Billings, S.A. and Liu, Y.P. (1987) An Orthogonal Parameter Estimation Algorithm for Nonlinear Stochastic Systems
Corrects fisheye distortion based on hypothesis: straight lines are straight
Produire, prédire et décider grâce aux solveurs Python et Excel, aux lois de probabilité mathématiques et au Machine Learning (Recherche opérationnelle)
Predictive Control Model for Gantry Crane Application
Utilizing Gradient Decent & FISTA
Command line tool for SAT solving, SMT solving in various theories (NRA, LRA, LIA, EQ, EQUF, BV)
A few resources for my optimization classes
Simple Neural Network using Non-linear Least Squares Algorithms
Camera calibration using Zhang's method.
Minimalist examples from Ceres Solver 2.1.0.
A small library aimed at making linear algebra data structures and algorithms as easy to use as MATLAB without sacrificing too much efficiency.
Reconstruction of a 3d scene from a set of images with different view points (camera in motion)
Modelling the Coronavirus Statistics for India using the SIR Model
Neural Networks tend to overfit. One way to overcome this problem is by considering a sequence of optimization problems, where we modify the loss function so that we minimize the distance to the previous solution in every step.