Google Research (@google-research)

Top repositories

1

bert

TensorFlow code and pre-trained models for BERT
Python
36,701
star
2

google-research

Google Research
Jupyter Notebook
32,945
star
3

tuning_playbook

A playbook for systematically maximizing the performance of deep learning models.
24,615
star
4

vision_transformer

Jupyter Notebook
9,288
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
5,925
star
6

arxiv-latex-cleaner

arXiv LaTeX Cleaner: Easily clean the LaTeX code of your paper to submit to arXiv
Python
4,736
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
3,520
star
9

football

Check out the new game server:
Python
3,230
star
10

albert

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

scenic

Scenic: A Jax Library for Computer Vision Research and Beyond
Python
2,999
star
12

frame-interpolation

FILM: Frame Interpolation for Large Motion, In ECCV 2022.
Python
2,643
star
13

t5x

Python
2,519
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14

electra

ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators
Python
2,284
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15

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
2,183
star
16

uda

Unsupervised Data Augmentation (UDA)
Python
2,131
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17

pegasus

Python
1,578
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18

big_vision

Official codebase used to develop Vision Transformer, SigLIP, MLP-Mixer, LiT and more.
Jupyter Notebook
1,555
star
19

language

Shared repository for open-sourced projects from the Google AI Language team.
Python
1,553
star
20

dex-lang

Research language for array processing in the Haskell/ML family
Haskell
1,539
star
21

parti

1,513
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22

big_transfer

Official repository for the "Big Transfer (BiT): General Visual Representation Learning" paper.
Python
1,491
star
23

torchsde

Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
Python
1,444
star
24

FLAN

Python
1,403
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25

disentanglement_lib

disentanglement_lib is an open-source library for research on learning disentangled representations.
Python
1,311
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26

robotics_transformer

Python
1,198
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27

multilingual-t5

Python
1,197
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28

planet

Learning Latent Dynamics for Planning from Pixels
Python
1,134
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29

mixmatch

Python
1,126
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30

tapas

End-to-end neural table-text understanding models.
Python
1,108
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31

fixmatch

A simple method to perform semi-supervised learning with limited data.
Python
1,053
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32

morph-net

Fast & Simple Resource-Constrained Learning of Deep Network Structure
Python
1,011
star
33

deduplicate-text-datasets

Rust
1,007
star
34

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
976
star
35

batch-ppo

Efficient Batched Reinforcement Learning in TensorFlow
Python
963
star
36

augmix

AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Python
951
star
37

maxim

[CVPR 2022 Oral] Official repository for "MAXIM: Multi-Axis MLP for Image Processing". SOTA for denoising, deblurring, deraining, dehazing, and enhancement.
Python
937
star
38

magvit

Official JAX implementation of MAGVIT: Masked Generative Video Transformer
Python
847
star
39

pix2seq

Pix2Seq codebase: multi-tasks with generative modeling (autoregressive and diffusion)
Jupyter Notebook
813
star
40

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
790
star
41

meta-dataset

A dataset of datasets for learning to learn from few examples
Python
740
star
42

noisystudent

Code for Noisy Student Training. https://arxiv.org/abs/1911.04252
Python
736
star
43

jax3d

Python
720
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44

recsim

A Configurable Recommender Systems Simulation Platform
Python
717
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45

lottery-ticket-hypothesis

A reimplementation of "The Lottery Ticket Hypothesis" (Frankle and Carbin) on MNIST.
Python
704
star
46

rliable

[NeurIPS'21 Outstanding Paper] Library for reliable evaluation on RL and ML benchmarks, even with only a handful of seeds.
Jupyter Notebook
702
star
47

circuit_training

Python
685
star
48

long-range-arena

Long Range Arena for Benchmarking Efficient Transformers
Python
681
star
49

bleurt

BLEURT is a metric for Natural Language Generation based on transfer learning.
Python
651
star
50

federated

A collection of Google research projects related to Federated Learning and Federated Analytics.
Python
646
star
51

nasbench

NASBench: A Neural Architecture Search Dataset and Benchmark
Python
641
star
52

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
53

prompt-tuning

Original Implementation of Prompt Tuning from Lester, et al, 2021
Python
617
star
54

sound-separation

Python
603
star
55

lasertagger

Python
603
star
56

dreamer

Dream to Control: Learning Behaviors by Latent Imagination
Python
568
star
57

fast-soft-sort

Fast Differentiable Sorting and Ranking
Python
546
star
58

robopianist

[CoRL '23] Dexterous piano playing with deep reinforcement learning.
Python
531
star
59

pix2struct

Python
530
star
60

ravens

Train robotic agents to learn pick and place with deep learning for vision-based manipulation in PyBullet. Transporter Nets, CoRL 2020.
Python
523
star
61

bigbird

Transformers for Longer Sequences
Python
518
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62

sam

Python
512
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63

batch_rl

Offline Reinforcement Learning (aka Batch Reinforcement Learning) on Atari 2600 games
Python
507
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64

vmoe

Jupyter Notebook
507
star
65

tensor2robot

Distributed machine learning infrastructure for large-scale robotics research
Python
483
star
66

mint

Multi-modal Content Creation Model Training Infrastructure including the FACT model (AI Choreographer) implementation.
Python
465
star
67

byt5

Python
464
star
68

adapter-bert

Python
459
star
69

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
70

robustness_metrics

Jupyter Notebook
442
star
71

receptive_field

Compute receptive fields of your favorite convnets
Python
420
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72

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
417
star
73

ssl_detection

Semi-supervised learning for object detection
Python
398
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74

maskgit

Official Jax Implementation of MaskGIT
Jupyter Notebook
376
star
75

l2p

Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22
Python
373
star
76

nerf-from-image

Shape, Pose, and Appearance from a Single Image via Bootstrapped Radiance Field Inversion
Python
366
star
77

computation-thru-dynamics

Understanding computation in artificial and biological recurrent networks through the lens of dynamical systems.
Jupyter Notebook
362
star
78

tf-slim

Python
360
star
79

distilling-step-by-step

Python
341
star
80

realworldrl_suite

Real-World RL Benchmark Suite
Python
339
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81

rigl

End-to-end training of sparse deep neural networks with little-to-no performance loss.
Python
314
star
82

python-graphs

A static analysis library for computing graph representations of Python programs suitable for use with graph neural networks.
Python
312
star
83

weatherbench2

A benchmark for the next generation of data-driven global weather models.
Python
306
star
84

tensorflow_constrained_optimization

Python
300
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85

task_adaptation

Python
295
star
86

ibc

Official implementation of Implicit Behavioral Cloning, as described in our CoRL 2021 paper, see more at https://implicitbc.github.io/
Python
286
star
87

exoplanet-ml

Machine learning models and utilities for exoplanet science.
Python
283
star
88

self-organising-systems

Jupyter Notebook
279
star
89

tensorflow-coder

Python
275
star
90

retvec

RETVec is an efficient, multilingual, and adversarially-robust text vectorizer.
Jupyter Notebook
269
star
91

vdm

Jupyter Notebook
267
star
92

sparf

This is the official code release for SPARF: Neural Radiance Fields from Sparse and Noisy Poses [CVPR 2023-Highlight]
Python
263
star
93

falken

Falken provides developers with a service that allows them to train AI that can play their games
Python
253
star
94

syn-rep-learn

Learning from synthetic data - code and models
Python
246
star
95

lm-extraction-benchmark

Python
244
star
96

meliad

Python
231
star
97

3d-moments

Code for CVPR 2022 paper '3D Moments from Near-Duplicate Photos'
Python
229
star
98

perceiver-ar

Python
224
star
99

rlds

Jupyter Notebook
216
star
100

ott

Python
215
star