Name: Sarder Rafee Musabbir
Type: User
Company: California Air Resources Board
Bio: Machine Learning, Data Science, Dynamic Games, Traffic Operation & Control
Location: Davis, California
Blog: https://www.linkedin.com/in/sarder-rafee-musabbir-95446a73/
Sarder Rafee Musabbir's Projects
MATLAB implementations of a variety of nonlinear programming algorithms.
Optimization-Based Collision Avoidance - a path planner for autonomous navigation
open source driving agent
OpenStreetMap (*.osm) support for Julia 1.0 and up
Optimization functions for Julia
Code repo for ICLR paper: Optimal Control Via Neural Networks: A Convex Approach
A component of the SciML scientific machine learning ecosystem for optimal control
A trajectory optimization library for Matlab
Recipes for using Python's pandas library
Jupyter notebook and datasets from the pandas Q&A video series
An inverse game solver for inferring objectives from noise-corrupted partial state observations of non-cooperative multi-agent interactions.
WIP implementation of Probabilistic Differential Dynamic Programming in PyTorch
Provide Guide to Autonomous Vehicle for Pedestrian Crossing Detection
POMDP formulation of a pedestrian avoidance problem for autonomous driving
My personal website - built with React, React-Router, React-Snap for Static-Export, and GitHub Pages.
References on Optimal Control, Reinforcement Learning and Motion Planning
Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations
🎈 Simple reactive notebooks for Julia
Policy iteration for linear quadratic games with stochastic parameters
Online solver based on Monte Carlo tree search for POMDPs with continuous state, action, and observation spaces.
MDPs and POMDPs in Julia - An interface for defining, solving, and simulating fully and partially observable Markov decision processes on discrete and continuous spaces.
POMDPs in Python.
Free responsive one page portfolio template
A community driven project to provide solutions for LeetCode problems in the Julia programming language.
Supplementary material for the paper "Probabilistic robust linear quadratic regulators with Gaussian processes"
Python codes for advanced control
Markov Decision Process (MDP) Toolbox for Python
An object-oriented algebraic modeling language in Python for large, structured optimization problems.
A collection of Pyomo examples