sungjinl

2022-1-deep-learning-applications

agile

Official implementation of "Know Your Action Set: Learning Action Relations for Reinforcement Learning", Jain et al., ICLR 2022.

brain_agent

Brain Agent for Large-Scale and Multi-Task Agent Learning

Break

captum

Model interpretability and understanding for PyTorch

COBS

OPE Tools based on Empirical Study of Off Policy Policy Estimation paper.

CommaQA

Code and Dataset for Learning to Solve Complex Tasks by Talking to Agents

d3rlpy

An offline deep reinforcement learning library

DeepDPM

"DeepDPM: Deep Clustering With An Unknown Number of Clusters" [CVPR 2022]

DeepSpeed

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

dialogue-meaning-representation

Data and code for the paper "Dialogue Meaning Representation for Task-Oriented Dialogue Systems".

dialogue-reinforce

Training chatbot models with reinforcement learning in ParlAI.

dowhy

DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.

ds2

Code for DS2 paper

industrialbenchmark

Industrial Benchmark

keep-the-caption-info

language

Shared repository for open-sourced projects from the Google AI Language team.

learning-scaffold

This is the official implementation for the paper "Learning to Scaffold: Optimizing Model Explanations for Teaching"

Megatron-LM

Ongoing research training transformer models at scale

MOML

Source Code of "Multi-Objective Meta Learning" [NeurIPS 2021]

naturalcc

NaturalCC: An Open-Source Toolkit for Code Intelligence

neural_chat

Code to support training, evaluating and interacting neural network dialog models, and training them with reinforcement learning. Code to deploy a web server which hosts the models live online is available at: https://github.com/asmadotgh/neural_chat_web

NLIWOD

Collection of tools, utilities, datasets and approaches towards realising natural language interfaces for the Web of Data.

OpenCSR

Code Repo for "Differentiable Open-Ended Commonsense Reasoning" (NAACL 2021)

ReAgent

A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)

t-few

Code for T-Few from "Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning"

task_oriented_dialogue_as_dataflow_synthesis

Code to reproduce experiments in the paper "Task-Oriented Dialogue as Dataflow Synthesis" (TACL 2020).

Tk-Instruct

Tk-Instruct is a Transformer model that is tuned to solve many NLP tasks by following instructions.

trans-encoder

Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations

unas

Official implementation of "UNAS: Differentiable Architecture Search Meets Reinforcement Learning", CVPR 2020 Oral