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ai-blog

Accompanying repository for Let's make a DQN / A3C series.

baichenjia.github.io

github pages

bayesian-dqn

Efficient Exploration through Bayesian Deep Q-Networks

bayesian-linear-regression

Tensorflow implementation of Bayesian linear regression (Weight Uncertainty in Neural Networks)

becl

BeCL: Behavior Contrastive Learning for Unsupervised Skill Discovery.

becl-mi-entropy

Mutual Information and Entropy estimation of BeCL and baseline methods

bher

Code for "Addressing Hindsight Bias in Multi-Goal Reinforcement Learning"

breakout-a3c

A3C method in Breakout game

c3d-tensorflow-eager

Implement C3D model for video recognition proporsed in "Learning Spatiotemporal Features with 3D Convolutional Networks"

cave_noisyminist

cb

Curiosity Bottleneck in Self-Supervised Learning Setting

cesd

Constrained Ensemble Exploration for Unsupervised Skill Discovery

cifar-10-basic

using basic neural network and softmax/SVM loss function to classify the CIFAR-10 image set

cliport

CLIPort: What and Where Pathways for Robotic Manipulation

cluster-code

codac

contrastive-ucb

Contrastive UCB: Provably Efficient Contrastive Self-Supervised Learning in Online Reinforcement Learning

cpc

Keras implementation of Representation Learning with Contrastive Predictive Coding

cvae_exploration

cyclegan-eager

Tensorflow implementation of CycleGAN "Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks"

db

Dynamic Bottleneck for Robust Self-Supervised Exploration

dcgan-eager

Tensorflow eager implementation of "DCGAN"

deeplearning-self_driving

DeepLearning for self driving cars

draw_rnn_imagegeneration

TensorFlow Implementation of "DRAW: A Recurrent Neural Network For Image Generation"

ebu

Reproduce for "Sample-Efficient Deep Reinforcement Learning via Episodic Backward Update" (NeurIPS 2019) with Tensorflow

exploration-by-disagreement

[ICML 2019] TensorFlow Code for Self-Supervised Exploration via Disagreement

gher

G-HER algorithm

graduation-design

gumbel-softmax

Tensorflow eager for "categorical variational autoencoder using the Gumbel-Softmax estimator"

hierarchical-actor-critc-hac-

This repository contains the code to implement the Hierarchical Actor-Critic (HAC) algorithm.