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Leonel Rozo's Projects

adhsmm icon adhsmm

The MATLAB codes show simple examples for trajectory generation and control of a robot manipulator, which are built on an adaptive duration hidden semi-Markov model (ADHSMM). The models, algorithms and results given in these codes are part of a project aimed at learning proactive and reactive collaborative robot behaviors.

collaborativetransportation2d icon collaborativetransportation2d

The MATLAB code shows a simple collaborative transportation task carried out on a planar workspace. The models, algorithms and results given in this code are linked to the T-RO paper "Learning Physical Robot Collaborative Behaviors from Human Demonstrations"

dmr icon dmr

Topic Models with Dirichlet-multinomial Regression

drake icon drake

A planning, control, and analysis toolbox for nonlinear dynamical systems. Please see the WIKI for documentation.

geomloss icon geomloss

Geometric loss functions between point clouds, images and volumes

geomstats icon geomstats

Computations and statistics on manifolds with geometric structures.

geoopt icon geoopt

Riemannian Adaptive Optimization Methods with pytorch optim

gpmat icon gpmat

Matlab implementations of Gaussian processes and other machine learning tools.

gpyopt icon gpyopt

Gaussian Process Optimization using GPy

hyperbolic-learning icon hyperbolic-learning

Implemented ML algorithms in hyperbolic geometry (MDS, K-Means, Support vector machines, etc.)

libbarrett icon libbarrett

Communication and controls library for Barrett products

mushroom-rl icon mushroom-rl

Python library for Reinforcement Learning experiments.

osim-rl icon osim-rl

Reinforcement learning environments with musculoskeletal models

poincare-embeddings icon poincare-embeddings

PyTorch implementation of the NIPS-17 paper "Poincaré Embeddings for Learning Hierarchical Representations"

pot icon pot

Python Optimal Transport library

pymanopt icon pymanopt

Python toolbox for optimization on Riemannian manifolds with support for automatic differentiation

sedumi icon sedumi

SeDuMi: A linear/quadratic/semidefinite solver for Matlab and Octave

swgmm icon swgmm

Sliced Wasserstein Distance for Learning Gaussian Mixture Models

tensorforce icon tensorforce

TensorForce: A TensorFlow library for applied reinforcement learning

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