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Repositories (from scratch) about data structures, fuzzy logic, machine learning, metaheuristic optimization, and robotics.

C++

ANFIS-metaheuristic - Multivariate regression and classification using an adaptive neuro-fuzzy inference system (Takagi-Sugeno) and metaheuristic optimization.

BayesianInference - Implementation of Markov chain Monte Carlo sampling and the Metropolis-Hastings algorithm for multi-parameter Bayesian inference.

SimulatedAnnealing - Implementation of metaheuristic optimization using population-based simulated annealing.

Python

ANFIS - Multivariate regression and classification using an adaptive neuro-fuzzy inference system (Takagi-Sugeno) and particle swarm optimization.

BayesianInference - Implementation of Markov chain Monte Carlo sampling and the Metropolis-Hastings algorithm for multi-parameter Bayesian inference.

BinaryTree - Binary tree data structure using a binary node data structure.

Clustering - Implementation of K-means and fuzzy C-means clustering methods using a naive algorithm and particle swarm optimization.

DataStructures - Basic data structures (stack, queue, priority queue, binary heap.)

DecisionTree - Regression using decision tree, random tree, bootstrap aggregating (bagging), and boosting.

FeedForwardNN - Multivariate regression and classification using a feed-forward neural network and gradient descent optimization.

GridSearch - Two-dimensional grid search using depth first search, breath first search, A* algorithm, and Dijkstra’s algorithm.

HashTable - Hash table and dictionary class implementation using lists and double-linked lists.

LinkedLists - Single and double linked list data structures.

PathPlanning - Implementation of particle swarm optimization (PSO) for path planning when the environment is known.

PSO - Metaheuristic minimization using particle swarm optimization.

Q-Learning - Reinforcement learning using Q-learning, double Q-learning, and Dyna-Q.

RegressionGDO - Multivariate linear and logistic regression using gradient descent optimization.

SignalFilters - Signal filtering and generation of synthetic time-series.

SimulatedAnnealing - Implementation of metaheuristic optimization using population-based simulated annealing.

Sorting - Implementation of sorting and searching functions for lists and arrays.

SpaceDyn - A toolbox for space, mobile, and humanoid robotic systems (work in progress).

Matlab

ClassificationNN - Multivariate classification using a feed-forward neural network and backpropagation.

FingerControl - Biomimetic Control of an Artificial Finger for Rehabilitation Robotics Using Shape Memory Alloy Actuators.

gabrielegilardi's Projects

anfis icon anfis

Multivariate Regression and Classification Using an Adaptive Neuro-Fuzzy Inference System (Takagi-Sugeno) and Particle Swarm Optimization.

anfis-metaheuristic icon anfis-metaheuristic

Implementation of multivariate regression and classification using an adaptive neuro-fuzzy inference system (Takaki-Sugeno) and metaheuristic optimization.

bayesianinference icon bayesianinference

Implementation of Markov chain Monte Carlo sampling and the Metropolis-Hastings algorithm for multi-parameter Bayesian inference.

binarytree icon binarytree

Binary tree data structure using a binary node data structure.

classificationnn icon classificationnn

Multivariate Classification Using a Feed-Forward Neural Network and Backpropagation.

clustering icon clustering

Implementation of K-means and fuzzy C-means clustering using the naive algorithm and particle swarm optimization.

datastructures icon datastructures

Basic data structures (stack, queue, priority queue, binary heap).

decisiontree icon decisiontree

Regression and Classification Using Decision Tree, Random Tree, Bootstrap Aggregating, and Boosting.

feedforwardnn icon feedforwardnn

Multivariate Regression and Classification Using a Feed-Forward Neural Network and Gradient Descent Optimization.

fingercontrol icon fingercontrol

Biomimetic Control of an Artificial Finger for Rehabilitation Robotics Using Shape Memory Alloy Actuators.

gridsearch icon gridsearch

Two-dimensional grid search using Depth First Search, Breath First Search, A* algorithm, and Dijkstra's algorithm.

hashtable icon hashtable

Hash table and dictionary class implementation using lists and double-linked lists.

pathplanning icon pathplanning

Implementation of particle swarm optimization (PSO) for path planning when the environment is known.

pso icon pso

Metaheuristic Minimization Using Particle Swarm Optimization.

q-learning icon q-learning

Reinforcement Learning Using Q-learning, Double Q-learning, and Dyna-Q.

regressiongdo icon regressiongdo

Multivariate Linear and Logistic Regression Using Gradient Descent Optimization.

simulatedannealing icon simulatedannealing

Implementation of metaheuristic optimization using population-based simulated annealing.

sorting icon sorting

Implementation of sorting and searching functions for lists and arrays.

spacedyn icon spacedyn

A Toolbox for Space, Mobile, and Humanoid Robotic Systems (Pyhton version of the Matlab code from the Space Robotics Lab. at Tohoku University, Sendai, Japan) - Work in progress.

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