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👋 Hi there! My interests fall under intelligent decision-making within the scope of practical engineering applications:

Probabilistic ML, Tractable Bayesian Inference, Reinforcement Learning, Physics-Informed ML, Feature Extraction, Time-Series Modeling

Ricardo Chin's Projects

ai-safety-gridworlds icon ai-safety-gridworlds

This is a suite of reinforcement learning environments illustrating various safety properties of intelligent agents.

carla icon carla

Open-source simulator for autonomous driving research.

fake-news-machine-learning-fuzzy-inference icon fake-news-machine-learning-fuzzy-inference

detecting fake news using linguistic features. ML techniques ranging from hard and soft-clustering to fuzzy inference systems and neural networks. included FMID5 - Fuzzy Model Identification toolbox in MATLAB

finite-element-method-math-formulation icon finite-element-method-math-formulation

implementing a computational finite element program based on Prandtl stress partial differential equation for linearly analyzing torsional loading problems. C++ woulda been better for scalability

genetic-algorithm-optimization icon genetic-algorithm-optimization

bin packing problem best fit and metaheuristics. genetic algorithm, bonus particle swarm optimization. comparing both algorithms

hamiltonian-paths icon hamiltonian-paths

cool Fortran implementation of linked lists for traversing through nodes and finding the hamiltonian path (dynamically)

hugo-book icon hugo-book

Hugo documentation theme as simple as plain book

imitation icon imitation

Clean PyTorch implementations of imitation and reward learning algorithms

leetcode-codeforces icon leetcode-codeforces

some of the solutions for leetcode problems. some have multiple solutions depending on the algorithms and data structures used, good use cases for programming lectures

mit-deep-learning icon mit-deep-learning

Tutorials, assignments, and competitions for MIT Deep Learning related courses.

nonlinear-opt-pattern-search-phd icon nonlinear-opt-pattern-search-phd

keywords: nonlinear optimization, pattern search, augmented lagrangian, karush-kuhn-tucker, constrained optimization, conjugate gradient methods, quasi newton methods, line search descent methods, onedimensional and multidimensional optimazation

programming-lectures icon programming-lectures

my lectures for beginner, intermediate, advanced programming courses. working on the algorithms based on the book 'Grokking Algorithms'. soon: coding for data scientists, pandas, numpy, scipy

pymc icon pymc

Bayesian Modeling and Probabilistic Programming in Python

redbull-drone-computer-vision icon redbull-drone-computer-vision

modeling system dynamics incl. actuators and continuous / discrete controller designs in MATLAB Simulink integrated computer vision using segmentation

reinforcement-learning icon reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

robotics-kinematics-dynamics-and-control icon robotics-kinematics-dynamics-and-control

kinematics, newton-euler dynamics and centralized/decentralized control of a KUKA robotic gripper -- up next safe reinforcement learning with optimistic exploration instead of trajectory planning. 2019

snake-evolutionary-reinforcement-learning icon snake-evolutionary-reinforcement-learning

parameter optimization of a reinforcement learning deep Q network with memory replay buffer using genetic algorithm in the snake game. base code for snake env from codecamp

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