Discover google-research/timesfm Open Source project

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Python
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Apache License 2.0
Created 6 months ago
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TimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.

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TensorFlow code and pre-trained models for BERT

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text-to-text-transfer-transformer

Code for the paper "Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer"

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multinerf

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scenic

Scenic: A Jax Library for Computer Vision Research and Beyond

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football

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albert

ALBERT: A Lite BERT for Self-supervised Learning of Language Representations

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frame-interpolation

FILM: Frame Interpolation for Large Motion, In ECCV 2022.

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ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators

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kubric

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Official codebase used to develop Vision Transformer, SigLIP, MLP-Mixer, LiT and more.

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Unsupervised Data Augmentation (UDA)

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

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Research language for array processing in the Haskell/ML family

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torchsde

Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

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big_transfer

Official repository for the "Big Transfer (BiT): General Visual Representation Learning" paper.

FLAN

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disentanglement_lib is an open-source library for research on learning disentangled representations.

robotics_transformer

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planet

Learning Latent Dynamics for Planning from Pixels

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tapas

End-to-end neural table-text understanding models.

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deduplicate-text-datasets

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fixmatch

A simple method to perform semi-supervised learning with limited data.

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morph-net

Fast & Simple Resource-Constrained Learning of Deep Network Structure

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maxim

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

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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.

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batch-ppo

Efficient Batched Reinforcement Learning in TensorFlow

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augmix

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

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magvit

Official JAX implementation of MAGVIT: Masked Generative Video Transformer

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pix2seq

Pix2Seq codebase: multi-tasks with generative modeling (autoregressive and diffusion)

Jupyter Notebook

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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

793

meta-dataset

A dataset of datasets for learning to learn from few examples

Jupyter Notebook

752

noisystudent

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

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rliable

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

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recsim

A Configurable Recommender Systems Simulation Platform

jax3d

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Long Range Arena for Benchmarking Efficient Transformers

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707

lottery-ticket-hypothesis

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

Python

706

federated

A collection of Google research projects related to Federated Learning and Federated Analytics.

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675

bleurt

BLEURT is a metric for Natural Language Generation based on transfer learning.

Python

651

prompt-tuning

Original Implementation of Prompt Tuning from Lester, et al, 2021

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642

nasbench

NASBench: A Neural Architecture Search Dataset and Benchmark

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neuralgcm

Hybrid ML + physics model of the Earth's atmosphere

Python

641

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.

lasertagger

sound-separation

pix2struct

vmoe

dreamer

Dream to Control: Learning Behaviors by Latent Imagination

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568

robopianist

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

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562

fast-soft-sort

Fast Differentiable Sorting and Ranking

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561

ravens

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

sam

omniglue

Code release for CVPR'24 submission 'OmniGlue'

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526

batch_rl

Offline Reinforcement Learning (aka Batch Reinforcement Learning) on Atari 2600 games

Python

521

bigbird

Transformers for Longer Sequences

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518

tensor2robot

Distributed machine learning infrastructure for large-scale robotics research

byt5

adapter-bert

mint

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

Python

465

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.

robustness_metrics

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

436

maskgit

Official Jax Implementation of MaskGIT

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429

receptive_field

Compute receptive fields of your favorite convnets

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428

weatherbench2

A benchmark for the next generation of data-driven global weather models.

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distilling-step-by-step

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l2p

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

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ssl_detection

Semi-supervised learning for object detection

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398

nerf-from-image

Shape, Pose, and Appearance from a Single Image via Bootstrapped Radiance Field Inversion

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377

computation-thru-dynamics

Understanding computation in artificial and biological recurrent networks through the lens of dynamical systems.

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realworldrl_suite

Real-World RL Benchmark Suite

Python

341

python-graphs

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

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325

rigl

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

task_adaptation

self-organising-systems

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308

ibc

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

Python

306

tensorflow_constrained_optimization

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300

syn-rep-learn

Learning from synthetic data - code and models

Python

294

arco-era5

Recipes for reproducing Analysis-Ready & Cloud Optimized (ARCO) ERA5 datasets.

vdm

exoplanet-ml

Machine learning models and utilities for exoplanet science.

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283

retvec

RETVec is an efficient, multilingual, and adversarially-robust text vectorizer.

Jupyter Notebook

280

sparf

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

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lm-extraction-benchmark

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language-table

Suite of human-collected datasets and a multi-task continuous control benchmark for open vocabulary visuolinguomotor learning.

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falken

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rlds

google-research/timesfm

google-research

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