awjuliani/Meta-RL

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Created almost 8 years ago
Updated almost 8 years ago

awjuliani/Meta-RL

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Implementation of Meta-RL A3C algorithm

Meta-RL

Tensorflow implementation of Meta-RL A3C algorithm taken from Learning to Reinforcement Learn. For more information, as well as explainations of each of the experiments, see my corresponding Medium post. A3C is built from previous implementation available here.

Contains iPython notebooks for:

A3C-Meta-Bandit - Set of bandit tasks described in paper. Including: Independent, Dependent, and Restless bandits.
A3C-Meta-Context - Rainbow bandit task using randomized colors to indicate reward-giving arm in each episode.
A3C-Meta-Grid - Rainbow Gridworld task; a variation of gridworld in which goal colors are randomzied each episode and must be learned "on the fly."

DeepRL-Agents

A set of Deep Reinforcement Learning Agents implemented in Tensorflow.

Jupyter Notebook

TF-Tutorials

A collection of deep learning tutorials using Tensorflow and Python

Jupyter Notebook

oreilly-rl-tutorial

Contains Jupyter notebooks associated with the "Deep Reinforcement Learning Tutorial" tutorial given at the O'Reilly 2017 NYC AI Conference.

Jupyter Notebook

neuro-nav

A library for neuroscience-inspired navigation and decision making research.

Jupyter Notebook

dfp

Reinforcement Learning with Goals

Jupyter Notebook

Pix2Pix-Film

An implementation of Pix2Pix in Tensorflow for use with frames from films

Jupyter Notebook

pytorch-diffusion

A basic PyTorch implementation of 'Denoising Diffusion Probabilistic Models'

sound-cnn

A convolutional neural network that classifies sounds

3D-TSNE

A Unity project for visualizing t-SNE data in 3D.

RL-CC

Web-based Reinforcement Learning Control Center

Jupyter Notebook

successor_examples

Tutorials on learning and using successor representations.

Jupyter Notebook

ML-Tools

Variety of machine learning algorithms written in python

DNN-Sentiment

Convolutional and recurrent deep neural networks for text sentiment analysis.

NeuralDreamVideos

A deep learning model for creating video sequences

Jupyter Notebook

cognition-course

Slides used in Cognitive Psychology course taught during summer 2015 at the University of Oregon

synescape

Sound visualization app for musicians and music fans.

interaction-grounded-learning

A simple PyTorch implementation of the ideas presented in the paper Interaction Grounded Learning (IGL) from Xie et al., 2021.

Jupyter Notebook

serotonin-ebm