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Alescontrela/README.md

Hi there 👋

🤖  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

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  1. AMP_for_hardware AMP_for_hardware Public

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

    Python 252 57

  2. Numpy-CNN Numpy-CNN Public

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

    Python 225 80

  3. DDP_Examples DDP_Examples Public

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

    MATLAB 22 6

  4. viper_rl viper_rl Public

    Using advances in generative modeling to learn reward functions from unlabeled videos.

    Jupyter Notebook 114 12

  5. score_matching_rl score_matching_rl Public

    Code for the paper "Learning a Diffusion Model Policy from Rewards via Q-Score Matching"

    Python 11 2