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multi-task-learning

Here are 213 public repositories matching this topic...

namisan / mt-dnn

Multi-Task Deep Neural Networks for Natural Language Understanding

microsoft deep-learning named-entity-recognition ranking bert natural-language-understanding multi-task-learning

Updated Mar 14, 2022
Python

huggingface / hmtl

🌊HMTL: Hierarchical Multi-Task Learning - A State-of-the-Art neural network model for several NLP tasks based on PyTorch and AllenNLP

nlp natural-language-processing pytorch multi-task-learning

Updated Feb 11, 2022
Python

lambdaji / tf_repos

TensorFlow Script

deep-learning tensorflow wide-and-deep ctr-prediction multi-task-learning din deepfm pnn

Updated Dec 14, 2018
Python

drawbridge / keras-mmoe

A TensorFlow Keras implementation of "Modeling Task Relationships in Multi-task Learning with Multi-gate Mixture-of-Experts" (KDD 2018)

data-science machine-learning deep-neural-networks deep-learning tensorflow keras multi-task-learning kdd2018 mixture-of-experts

Updated Feb 23, 2022
Python

lorenmt / mtan

The implementation of "End-to-End Multi-Task Learning with Attention" [CVPR 2019].

pytorch multi-task-learning attention-model

Updated Feb 7, 2022
Python

JayYip / m3tl

BERT for Multitask Learning

nlp text-classification transformer named-entity-recognition pretrained-models part-of-speech ner word-segmentation bert cws encoder-decoder multi-task-learning multitask-learning

Updated Mar 4, 2022
Jupyter Notebook

mbs0221 / Multitask-Learning

Awesome Multitask Learning Resources

machine-learning deep-learning transfer-learning convex-optimization domain-adaptation multi-task-learning meta-learning federated-learning few-shot-learning sparse-learning

Updated Apr 13, 2021

SimonVandenhende / Multi-Task-Learning-PyTorch

PyTorch implementation of multi-task learning architectures, incl. MTI-Net (ECCV2020).

pascal computer-vision pytorch segmentation multi-task-learning scene-understanding eccv2020 nyud

Updated Jan 13, 2022
Python

santi-pdp / pase

Problem Agnostic Speech Encoder

deep-learning pytorch unsupervised-learning speech-processing multi-task-learning waveform-analysis self-supervised-learning

Updated May 20, 2020
Python

TTNet-Real-time-Analysis-System-for-Table-Tennis-Pytorch

maudzung / TTNet-Real-time-Analysis-System-for-Table-Tennis-Pytorch

Unofficial implementation of "TTNet: Real-time temporal and spatial video analysis of table tennis" (CVPR 2020)

table-tennis pytorch segmentation event-detection sport-analytics multi-task-learning tabletennis dice-loss ttnet distributed-data-parallel spatial-video-analysis event-spotting

Updated Nov 14, 2020
Python

hwwang55 / MKR

A tensorflow implementation of MKR (Multi-task Learning for Knowledge Graph Enhanced Recommendation)

knowledge-graph recommender-systems multi-task-learning

Updated Nov 22, 2019
Python

LongmaoTeamTf / deep_recommenders

Deep Recommenders

deep-learning retrieval ranking recommendation-system multi-task-learning

Updated Dec 23, 2021
Python

tianheyu927 / PCGrad

Code for "Gradient Surgery for Multi-Task Learning"

deep-learning deep-reinforcement-learning multi-task-learning

Updated Apr 28, 2020
Python

Mikoto10032 / AutomaticWeightedLoss

Multi-task learning using uncertainty to weigh losses for scene geometry and semantics, Auxiliary Tasks in Multi-task Learning

deep-learning pytorch multi-task multi-task-learning auxiliary-tasks weigh-losses

Updated Jun 20, 2020
Python

thuiar / MMSA

MMSA is a unified framework for Multimodal Sentiment Analysis.

framework dataset multi-task-learning multimodal-sentiment-analysis

Updated Mar 17, 2022
Python

HKUNLP / UnifiedSKG

A Unified Framework and Analysis for Structured Knowledge Grounding

natural-language-processing text-generation pytorch question-answering semantic-parsing multi-task-learning fact-verification data-to-text huggingface-transformers prompt-learning huggingface-datasets structured-knowledge-grounding

Updated Mar 18, 2022
Python

smousavi05 / EQTransformer

EQTransformer, a python package for earthquake signal detection and phase picking using AI.

deep-learning neural-network detection earthquakes transformer global attention-mechanism lstm-neural-networks multi-task-learning phase-picking stead

Updated Mar 15, 2022
Python

truongnmt / multi-task-learning

Multi-task learning smile detection, age and gender classification on GENKI4k, IMDB-Wiki dataset.

deep-learning neural-network tensorflow jupyter-notebook imdb dataset face ipynb image-classification gender age gender-classification mtcnn genki smile-detection multi-task-learning age-estimation gender-estimation imdb-wiki

Updated Jun 19, 2018
Jupyter Notebook

sebastianruder / sluice-networks

Code for Sluice networks: Learning what to share between loosely related tasks

machine-learning natural-language-processing deep-learning transfer-learning multi-task-learning

Updated Jan 28, 2019
Python

yhlleo / DeepSegmentor

A Pytorch implementation of DeepCrack and RoadNet projects.

deep-neural-networks deep-learning dataset edge-detection image-segmentation centerline-detection road-detection multi-task-learning crack-detection

Updated Apr 27, 2021
Python

lorenmt / maxl

The implementation of "Self-Supervised Generalisation with Meta Auxiliary Learning" [NeurIPS 2019].

pytorch multi-task-learning meta-learning auxiliary-learning

Updated Dec 19, 2021
Python

PaddlePaddle / PALM

a Fast, Flexible, Extensible and Easy-to-use NLP Large-scale Pretraining and Multi-task Learning Framework.

nlp transformers baidu multi-task-learning paddlepaddle pretrain-model

Updated Mar 29, 2021
Python

SunnyMarkLiu / lic2019-dureader2.0-rank2

Rank2 solution (no-BERT) for 2019 Language and Intelligence Challenge - DuReader2.0 Machine Reading Comprehension.

tensorflow multi-task-learning machine-reading-comprehension dureader paragraph-selection

Updated Nov 1, 2019
Python

luogen1996 / MCN

[CVPR2020] Multi-task Collaborative Network for Joint Referring Expression Comprehension and Segmentation, CVPR2020 (oral)

multi-task-learning cvpr2020 referring-expression-segmentation referring-expression-comprehension

Updated Aug 13, 2020
Python

WeiChengTseng / Pytorch-PCGrad

Pytorch reimplementation for "Gradient Surgery for Multi-Task Learning"

reinforcement-learning deep-learning deep-reinforcement-learning pytorch mnist rl reimplementation multi-task-learning cifar-100 multi-task-reinforcement-learning multi-task-rl pytorch-pcgrad gradient-surgery mulit-mnist

Updated Jun 22, 2021
Python

hav4ik / Hydra

Multi-Task Learning Framework on PyTorch. State-of-the-art methods are implemented to effectively train models on multiple tasks.

deep-learning pytorch multi-objective-optimization multi-task-learning neural-architecture-search

Updated Jun 3, 2019
Python

microsoft / MT-DNN

Multi-Task Deep Neural Networks for Natural Language Understanding

natural-language-processing natural-language-understanding multi-task-learning mt-dnn

Updated Jul 2, 2020
Python

Manchery / awesome-multi-task-learning

2022 up-to-date list of DATASETS, CODEBASES and PAPERS on Multi-Task Learning (MTL), from Machine Learning perspective.

machine-learning deep-neural-networks computer-vision deep-learning awesome-list transfer-learning multi-task-learning multi-domain-learning loss-strategy multi-task-optimization multi-task-architecture

Updated Mar 19, 2022

DFKI-NLP / TRE

[AKBC 19] Improving Relation Extraction by Pre-trained Language Representations

nlp machine-learning information-extraction transformer relation-extraction multi-task-learning

Updated Oct 1, 2021
Python

jianing-sun / Mask-YOLO

Inspired from Mask R-CNN to build a multi-task learning, two-branch architecture: one branch based on YOLOv2 for object detection, the other branch for instance segmentation. Simply tested on Rice and Shapes. MobileNet supported.

computer-vision detection yolo multi-task-learning mask-rcnn mobilenetv2

Updated Oct 29, 2019
Jupyter Notebook

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