Google Research (@google-research)

Top repositories

1

bert

TensorFlow code and pre-trained models for BERT
Python
37,288
star
2

google-research

Google Research
Jupyter Notebook
33,216
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3

tuning_playbook

A playbook for systematically maximizing the performance of deep learning models.
25,713
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4

vision_transformer

Jupyter Notebook
9,782
star
5

text-to-text-transfer-transformer

Code for the paper "Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer"
Python
5,977
star
6

arxiv-latex-cleaner

arXiv LaTeX Cleaner: Easily clean the LaTeX code of your paper to submit to arXiv
Python
5,004
star
7

simclr

SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners
Jupyter Notebook
3,937
star
8

multinerf

A Code Release for Mip-NeRF 360, Ref-NeRF, and RawNeRF
Python
3,549
star
9

football

Check out the new game server:
Python
3,260
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10

albert

ALBERT: A Lite BERT for Self-supervised Learning of Language Representations
Python
3,209
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11

scenic

Scenic: A Jax Library for Computer Vision Research and Beyond
Python
3,152
star
12

timesfm

TimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.
Python
2,969
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13

frame-interpolation

FILM: Frame Interpolation for Large Motion, In ECCV 2022.
Python
2,729
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14

t5x

Python
2,590
star
15

electra

ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators
Python
2,308
star
16

kubric

A data generation pipeline for creating semi-realistic synthetic multi-object videos with rich annotations such as instance segmentation masks, depth maps, and optical flow.
Jupyter Notebook
2,240
star
17

uda

Unsupervised Data Augmentation (UDA)
Python
2,131
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18

big_vision

Official codebase used to develop Vision Transformer, SigLIP, MLP-Mixer, LiT and more.
Jupyter Notebook
2,027
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19

pegasus

Python
1,590
star
20

language

Shared repository for open-sourced projects from the Google AI Language team.
Python
1,578
star
21

dex-lang

Research language for array processing in the Haskell/ML family
Haskell
1,565
star
22

parti

1,521
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23

torchsde

Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
Python
1,504
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24

big_transfer

Official repository for the "Big Transfer (BiT): General Visual Representation Learning" paper.
Python
1,499
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25

FLAN

Python
1,413
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26

disentanglement_lib

disentanglement_lib is an open-source library for research on learning disentangled representations.
Python
1,311
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27

robotics_transformer

Python
1,256
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28

multilingual-t5

Python
1,197
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29

planet

Learning Latent Dynamics for Planning from Pixels
Python
1,134
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30

mixmatch

Python
1,130
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31

tapas

End-to-end neural table-text understanding models.
Python
1,108
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32

fixmatch

A simple method to perform semi-supervised learning with limited data.
Python
1,071
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33

deduplicate-text-datasets

Rust
1,040
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34

morph-net

Fast & Simple Resource-Constrained Learning of Deep Network Structure
Python
1,013
star
35

deeplab2

DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.
Python
991
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36

maxim

[CVPR 2022 Oral] Official repository for "MAXIM: Multi-Axis MLP for Image Processing". SOTA for denoising, deblurring, deraining, dehazing, and enhancement.
Python
971
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37

batch-ppo

Efficient Batched Reinforcement Learning in TensorFlow
Python
963
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38

augmix

AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Python
951
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39

magvit

Official JAX implementation of MAGVIT: Masked Generative Video Transformer
Python
888
star
40

pix2seq

Pix2Seq codebase: multi-tasks with generative modeling (autoregressive and diffusion)
Jupyter Notebook
836
star
41

seed_rl

SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference. Implements IMPALA and R2D2 algorithms in TF2 with SEED's architecture.
Python
792
star
42

meta-dataset

A dataset of datasets for learning to learn from few examples
Jupyter Notebook
742
star
43

noisystudent

Code for Noisy Student Training. https://arxiv.org/abs/1911.04252
Python
740
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44

recsim

A Configurable Recommender Systems Simulation Platform
Python
729
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45

jax3d

Python
722
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46

rliable

[NeurIPS'21 Outstanding Paper] Library for reliable evaluation on RL and ML benchmarks, even with only a handful of seeds.
Jupyter Notebook
719
star
47

circuit_training

Python
710
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48

lottery-ticket-hypothesis

A reimplementation of "The Lottery Ticket Hypothesis" (Frankle and Carbin) on MNIST.
Python
705
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49

long-range-arena

Long Range Arena for Benchmarking Efficient Transformers
Python
702
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50

federated

A collection of Google research projects related to Federated Learning and Federated Analytics.
Python
662
star
51

bleurt

BLEURT is a metric for Natural Language Generation based on transfer learning.
Python
651
star
52

nasbench

NASBench: A Neural Architecture Search Dataset and Benchmark
Python
641
star
53

prompt-tuning

Original Implementation of Prompt Tuning from Lester, et al, 2021
Python
632
star
54

xtreme

XTREME is a benchmark for the evaluation of the cross-lingual generalization ability of pre-trained multilingual models that covers 40 typologically diverse languages and includes nine tasks.
Python
622
star
55

lasertagger

Python
606
star
56

sound-separation

Python
603
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57

dreamer

Dream to Control: Learning Behaviors by Latent Imagination
Python
568
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58

pix2struct

Python
568
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59

fast-soft-sort

Fast Differentiable Sorting and Ranking
Python
546
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60

robopianist

[CoRL '23] Dexterous piano playing with deep reinforcement learning.
Python
542
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61

sam

Python
539
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62

vmoe

Jupyter Notebook
534
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63

ravens

Train robotic agents to learn pick and place with deep learning for vision-based manipulation in PyBullet. Transporter Nets, CoRL 2020.
Python
532
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64

bigbird

Transformers for Longer Sequences
Python
518
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65

batch_rl

Offline Reinforcement Learning (aka Batch Reinforcement Learning) on Atari 2600 games
Python
507
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66

tensor2robot

Distributed machine learning infrastructure for large-scale robotics research
Python
483
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67

byt5

Python
472
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68

adapter-bert

Python
470
star
69

mint

Multi-modal Content Creation Model Training Infrastructure including the FACT model (AI Choreographer) implementation.
Python
465
star
70

leaf-audio

LEAF is a learnable alternative to audio features such as mel-filterbanks, that can be initialized as an approximation of mel-filterbanks, and then be trained for the task at hand, while using a very small number of parameters.
Python
446
star
71

robustness_metrics

Jupyter Notebook
442
star
72

omniglue

Code release for CVPR'24 submission 'OmniGlue'
Python
435
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73

maxvit

[ECCV 2022] Official repository for "MaxViT: Multi-Axis Vision Transformer". SOTA foundation models for classification, detection, segmentation, image quality, and generative modeling...
Jupyter Notebook
425
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74

receptive_field

Compute receptive fields of your favorite convnets
Python
420
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75

ssl_detection

Semi-supervised learning for object detection
Python
398
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76

maskgit

Official Jax Implementation of MaskGIT
Jupyter Notebook
394
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77

l2p

Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22
Python
379
star
78

nerf-from-image

Shape, Pose, and Appearance from a Single Image via Bootstrapped Radiance Field Inversion
Python
373
star
79

tf-slim

Python
368
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80

computation-thru-dynamics

Understanding computation in artificial and biological recurrent networks through the lens of dynamical systems.
Jupyter Notebook
365
star
81

weatherbench2

A benchmark for the next generation of data-driven global weather models.
Python
360
star
82

distilling-step-by-step

Python
358
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83

realworldrl_suite

Real-World RL Benchmark Suite
Python
339
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84

python-graphs

A static analysis library for computing graph representations of Python programs suitable for use with graph neural networks.
Python
321
star
85

rigl

End-to-end training of sparse deep neural networks with little-to-no performance loss.
Python
314
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86

task_adaptation

Python
305
star
87

tensorflow_constrained_optimization

Python
300
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88

ibc

Official implementation of Implicit Behavioral Cloning, as described in our CoRL 2021 paper, see more at https://implicitbc.github.io/
Python
295
star
89

self-organising-systems

Jupyter Notebook
294
star
90

exoplanet-ml

Machine learning models and utilities for exoplanet science.
Python
283
star
91

vdm

Jupyter Notebook
280
star
92

retvec

RETVec is an efficient, multilingual, and adversarially-robust text vectorizer.
Jupyter Notebook
277
star
93

tensorflow-coder

Python
275
star
94

syn-rep-learn

Learning from synthetic data - code and models
Python
270
star
95

sparf

This is the official code release for SPARF: Neural Radiance Fields from Sparse and Noisy Poses [CVPR 2023-Highlight]
Python
264
star
96

lm-extraction-benchmark

Python
263
star
97

falken

Falken provides developers with a service that allows them to train AI that can play their games
Python
253
star
98

rlds

Jupyter Notebook
252
star
99

arco-era5

Recipes for reproducing Analysis-Ready & Cloud Optimized (ARCO) ERA5 datasets.
Python
242
star
100

3d-moments

Code for CVPR 2022 paper '3D Moments from Near-Duplicate Photos'
Python
236
star