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🤖  Robotics

daydreamer DayDreamer: World Models for Physical Robot Learning
AMP from mocap Learning reward functions from watching animals

👾  Reinforcement Learning

VIPER Extracting general reward functions from video models
Score Matching RL Multimodal diffusion policies for off-policy RL

👨‍🏫  Tutorials

Numpy-CNN Convolutional neural networks from the ground up Medium
Differential Dynamic Programming Differential dynamic programming examples

🛠️  Tools

coinmarketcap-history* Coinmarketcap extraction tools
Dotfiles dotfiles and installer for Mac
alescontrela.github.io Custom website template (aifolio fork)

 * Archived

Alejandro Escontrela's Projects

ale icon ale

repo for my github pages website

amp_for_hardware icon amp_for_hardware

Code for "Adversarial Motion Priors Make Good Substitutes for Complex Reward Functions"

babyface icon babyface

Baby monitoring device that uses MIT's "Eulerian Video Magnification" to detect heart beat based on facial colour changes.

bullet3 icon bullet3

Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.

ddp_examples icon ddp_examples

Using Differential Dynamic Programming (DDP) to control various dynamical systems.

google-matrix icon google-matrix

A short jupyter notebook to describe the theory and applications of a google matrix implemented using the PageRank algorithm

gtsam icon gtsam

GTSAM is a library of C++ classes that implement smoothing and mapping (SAM) in robotics and vision, using factor graphs and Bayes networks as the underlying computing paradigm rather than sparse matrices.

humanml3d icon humanml3d

HumanML3D: A large and diverse 3d human motion-language dataset.

igvc-software icon igvc-software

The code base for our Intelligent Ground Vehicle Competition team.

mpo-jax icon mpo-jax

Maximum A Posteriori Policy Optimization

nqueens icon nqueens

An O(n) space complexity solution to the popular nqueens problem, implemented in Python

numpy-cnn icon numpy-cnn

A numpy-only implementation of a Convolutional Neural Network, from the ground up.

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