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2021_davian_deep_learning_study

a2c_curl_mario

Implementation of A2C and CURL for Super Mario Bros environment

algorithm

computer_architecture

cose461_nlp

Korea Univ. COSE461 Natural Language Processing

d2l-pytorch

This project reproduces the book Dive Into Deep Learning (www.d2l.ai), adapting the code from MXNet into PyTorch.

da-in-visualrl

Collection of papers and resources for data augmentation (DA) in visual reinforcement learning (RL).

director

Deep Hierarchical Planning from Pixels

dmc_clustering_pica

Continuous Control Task Interpretation via Clustering

dmcontrol-generalization-benchmark

DMControl Generalization Benchmark from Nicklas Hansen

dqn_mario

drm

DrM, a visual RL algorithm, minimizes the dormant ratio to guide exploration-exploitation trade-offs, achieving significant improvements in sample efficiency and asymptotic performance across diverse domains.

dssrec

Disentangled Self-Supervision in Sequential Recommenders

how-do-vits-work

(ICLR 2022 Spotlight) Official PyTorch implementation of "How Do Vision Transformers Work?"

laber

lion-pytorch

🦁 Lion, new optimizer discovered by Google Brain using genetic algorithms that is purportedly better than Adam(w), in Pytorch

machine-learning-interview

Minimum Viable Study Plan for Machine Learning Interviews from FAAG, Snapchat, LinkedIn.

operating-systems

CPU scheduler. Language : C

pytorch-a2c-ppo-acktr-gail

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).

pytorch-vae

A Collection of Variational Autoencoders (VAE) in PyTorch.

rl4rs

A Real-World Benchmark for Reinforcement Learning based Recommender System

rspapers

A Curated List of Must-read Papers on Recommender System.

stats701-winter2021

Theory of Reinforcement Learning

tov-vicreg

train-procgen-pytorch

Pytorch implementation on OpenAI's Procgen ppo-baseline, built from scratch.

udlbook

Understanding Deep Learning - Simon J.D. Prince