multitask-learning

There are 17 repositories under multitask-learning topic.

salesforce / decaNLP
The Natural Language Decathlon: A Multitask Challenge for NLP
deep-learning multitask-learning natural-language-processing
Language:Python 2340
hustvl / YOLOP
You Only Look Once for Panopitic Driving Perception.（MIR2022）
multitask-learning object-detection lane-detection drivable-area-segmentation jetson-tx2 autonomous-driving
Language:Python 1835
median-research-group / LibMTL
A PyTorch Library for Multi-Task Learning
deep-learning mmoe mtl multi-domain-learning multi-objective-optimization multi-task-learning multiobjective-optimization multitask-learning ple python pytorch
Language:Python 1764
nyu-mll / jiant
jiant is an nlp toolkit
nlp sentence-representation bert multitask-learning transformers transfer-learning
Language:Python 1610
clue-ai / PromptCLUE
PromptCLUE, 全中文任务支持零样本学习模型
chinese gpt-3 multitask-learning pretrained-models t5-model zero-shot-learning few-shot-learning transfer-learning bert prompt-tuning roberta
Language:Jupyter Notebook 640
datvuthanh / HybridNets
HybridNets: End-to-End Perception Network
detection bifpn segmentation multitask-learning hybridnets autonomous-driving end2end-network
Language:Python 561
JayYip / m3tl
BERT for Multitask Learning
bert named-entity-recognition nlp word-segmentation multitask-learning part-of-speech cws pretrained-models ner text-classification multi-task-learning transformer encoder-decoder
Language:Jupyter Notebook 544
subho406 / OmniNet
Official Pytorch implementation of "OmniNet: A unified architecture for multi-modal multi-task learning" | Authors: Subhojeet Pramanik, Priyanka Agrawal, Aman Hussain
machine-learning deep-learning neural-network artificial-intelligence transformer nlp image-captioning video-recognition multitask-learning multimodal-learning
Language:Python 509
bigscience-workshop / xmtf
Crosslingual Generalization through Multitask Finetuning
instruction-tuning large-language-models multitask-learning language-models bloom multilingual-nlp t5 bloomz mt0 zero-shot-learning
Language:Jupyter Notebook 496
Deep_White_Balance
mahmoudnafifi / Deep_White_Balance
Reference code for the paper: Deep White-Balance Editing (CVPR 2020). Our method is a deep learning multi-task framework for white-balance editing.
multitask-learning white-balance color-correction color-constancy auto-white-balance image-manipulation color-manipulation image-enhancement color-enhancement color-processing deeplearning autoencoder auto-encoder cvpr2020 cvpr-2020 cvpr20 computational-photography deep-white-balance whitebalance
Language:Python 494
abess
abess-team / abess
Fast Best-Subset Selection Library
polynomial-algorithm high-dimensional-data best-subset-selection machine-learning python r scikit-learn principal-component-analysis linear-regression classification-algorithm cox-regression logistic-regression multitask-learning ordinal-regression poisson-regression robust-principal-component-analysis sparse-principal-component-analysis feature-selection sure-independence-screening
Language:C++ 437
hellohaptik / multi-task-NLP
multi_task_NLP is a utility toolkit enabling NLP developers to easily train and infer a single model for multiple tasks.
pytorch multitask-learning sentence-classification sequence-labeling entailment ranking intent-classification named-entity-recognition machine-comprehension context-awareness transformers nlp nlp-library nli-tasks nlp-datasets nlp-apis
Language:Python 363
SimonVandenhende / Awesome-Multi-Task-Learning
A list of multi-task learning papers and projects.
multitask-learning research machine-learning computer-vision
352
DSXiangLi / ChineseNER
中文NER的那些事儿
bert-bilstm-crf crf bert-fine-tuning ner bilstm-crf adversarial-transfer-learning multitask-learning chinese-ner msra msr people-daily muti-task tf-serving tensorflow-serving tensorflow-serving-grpc bert tensorflow chinesener data-augmentation mrc
Language:Python 298
easezyc / Multitask-Recommendation-Library
MTReclib provides a PyTorch implementation of multi-task recommendation models and common datasets.
multitask-learning recommendation recommender-system advertising multitask-recommendation transfer-learning ctr-prediction
Language:Python 264
ifnspaml / SGDepth
[ECCV 2020] Self-Supervised Monocular Depth Estimation: Solving the Dynamic Object Problem by Semantic Guidance
depth-estimation depth-prediction multitask-learning sgdepth self-supervision monocular-depth-estimation depth-from-single-images
Language:Python 197
hosseinshn / GradNorm
This in my Demo of Chen et al. "GradNorm: Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks" ICML 2018
multitask-learning
Language:Jupyter Notebook 161
OFA-Sys / OFASys
OFASys: A Multi-Modal Multi-Task Learning System for Building Generalist Models
audio computer-vision deep-learning motion multimodal-learning multitask-learning nlp pretrained-models pytorch transformers vision-and-language
Language:Python 142
nadeemlab / DeepLIIF
Deep Learning Inferred Multiplex ImmunoFluorescence for IHC Image Quantification (https://deepliif.org) [Nature Machine Intelligence'22, CVPR'22, MICCAI'23, Histopathology'23, MICCAI'24]
multiplex immunohistochemical-images immunohistochemistry deep-learning multitask-learning pathology pathology-image pathology-gan segmentation cell-segmentation cell-biology cloud-native-applications pytorch ai-ready datasets image-segmentation digital-pathology stitching super-resolution whole-slide-imaging
Language:Python 140
Lifelong-Robot-Learning / LIBERO
Benchmarking Knowledge Transfer in Lifelong Robot Learning
benchmark imitation-learning lifelong-learning manipulation multitask-learning robot-learning
Language:Jupyter Notebook 137
zwx8981 / LIQE
[CVPR2023] Blind Image Quality Assessment via Vision-Language Correspondence: A Multitask Learning Perspective
blind-image-quality-assessment clip image-quality-assessment multitask-learning no-reference-image-quality-assessment vision-language-model
Language:Python 137
hosseinshn / Basic-Multi-task-Learning
This is a repository for Multi-task learning with toy data in Pytorch and Tensorflow
multitask-learning pytorch tensorflow
Language:Jupyter Notebook 133
mit-gfx / ContinuousParetoMTL
[ICML 2020] PyTorch Code for "Efficient Continuous Pareto Exploration in Multi-Task Learning"
multiobjective-optimization pareto-front multitask-learning pareto-optimality pareto-optimal-solutions machine-learning deep-learning neural-network
Language:Jupyter Notebook 132
busesese / MultiTaskModel
multi task mode for esmm and mmoe
esmm mmoe pytorch multitask-learning recommendation-algorithms
Language:Python 110
Cranial-XIX / CAGrad
Official PyTorch Implementation for Conflict-Averse Gradient Descent (CAGrad)
multitask-learning multiobjective-learning multiobjective-optimization
Language:Python 104
RchalYang / Soft-Module
Code for "Multi-task Reinforcement Learning with Soft Modularization"
multitask-learning pytorch reinforcement-learning
Language:Python 104
prakharguptaz / Instructdial
Code for the paper Code for the paper InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning
dialogue dialogue-system few-shot-learning multitask-learning zero-shot-learning dialogue-generation dialogue-understanding
Language:Python 94
bhpfelix / MTLNAS
[CVPR 2020] MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning
automl convolutional-neural-networks multitask-learning neural-architecture-search pytorch semantic-segmentation surface-normals-estimation
Language:Python 91
liuqidong07 / MOELoRA-peft
[SIGIR'24] The official implementation code of MOELoRA.
chatglm large-language-models low-rank-adaptation mixture-of-experts multi-task multitask-learning parameter-efficient-fine-tuning peft peft-fine-tuning-llm
Language:Python 87
dsindex / ntagger
reference pytorch code for named entity tagging
bert dsa densenet ner pytorch crf sequence-labeling transformers quantization pruning bilstm glove multitask-learning
Language:Python 86
AvivNavon / AuxiLearn
Official implementation of Auxiliary Learning by Implicit Differentiation [ICLR 2021]
multitask-learning auxiliary-learning optimization-algorithms computer-vision semantic-segmentation implicit-differentiation
Language:Python 81
Adamdad / KnowledgeFactor
[ECCV2022] Factorizing Knowledge in Neural Networks
knowledge-transfer pytorch knowldge-distillation eccv2022 multitask-learning deep-learning kd distillation
Language:Python 79
VinAIResearch / JointIDSF
BERT-based joint intent detection and slot filling with intent-slot attention mechanism (INTERSPEECH 2021)
vietnamese intent-detection intent-detection-and-slot-filling slot-filling multitask-learning joint-learning bert
Language:Python 78
TaskRouting
gstrezoski / TaskRouting
(ICCV 2019 Oral) Many Task Learning With Task Routing http://openaccess.thecvf.com/content_ICCV_2019/html/Strezoski_Many_Task_Learning_With_Task_Routing_ICCV_2019_paper.html
multitask-learning multitask computer-vision machine-learning
Language:Python 64
Cranial-XIX / FAMO
Official PyTorch Implementation for Fast Adaptive Multitask Optimization (FAMO)
multitask-learning multitask optimization-methods
Language:Python 61
PlusLabNLP / GEANet-BioMed-Event-Extraction
Code for the paper Biomedical Event Extraction with Hierarchical Knowledge Graphs
event-extraction biomedical covid-19 cord-19 natural-language-processing bert multitask-learning deep-learning
Language:Python 60