parameter-efficient-learning

K-CAI NEURAL API - Keras based neural network API that will allow you to create parameter-efficient, memory-efficient, flops-efficient multipath models with new layer types. There are plenty of examples and documentation.

keras-tutorials machine-learning-api keras-models keras-classification-models keras-layer keras-neural-networks keras-visualization keras-tensorflow keras-image-classifier keras-implementations keras-deep-dream keras-tutorial keras-examples keras-neural-network keras-generators keras-deep-learning keras-image-augmentation parameter-efficient-learning parameter-efficient

Updated Dec 20, 2022
Python

jianghaojun / Awesome-Parameter-Efficient-Transfer-Learning

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A collection of parameter-efficient transfer learning papers focusing on computer vision and multimodal domains.

machine-learning computer-vision deep-learning transfer-learning multimodal-deep-learning parameter-efficient-learning parameter-efficient-tuning

Updated Mar 17, 2023

thunlp / Prompt-Transferability

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On Transferability of Prompt Tuning for Natural Language Processing

nlp prompt pytorch transfer-learning pretrained-models pretrained-language-model pretrained-language-models prompt-tuning parameter-efficient-learning parameter-efficient-tuning

Updated Jan 17, 2023
Python

SALT-NLP / Adaptive-Compositional-Modules

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Code for the ACL 2022 paper "Continual Sequence Generation with Adaptive Compositional Modules"

adapter natural-language-processing question-answering lifelong-learning sequence-generation continual-learning parameter-efficient-learning

Updated Apr 4, 2022
Python

LeapLabTHU / Cross-Modal-Adapter

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[arXiv] Cross-Modal Adapter for Text-Video Retrieval

adapter machine-learning deep-learning pytorch clip vision-and-language video-text-retrieval parameter-efficient-learning parameter-efficient-tuning

Updated Nov 21, 2022

cliang1453 / CAMERO

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CAMERO: Consistency Regularized Ensemble of Perturbed Language Models with Weight Sharing (ACL 2022)

ensemble-learning knowledge-distillation fine-tuning distillation weight-sharing adversarial-perturbations pretrained-language-model consistency-regularization dropouts parameter-efficient-learning

Updated Apr 15, 2022
Python

declare-lab / domadapter

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Code for EACL'23 paper "Udapter: Efficient Domain Adaptation Using Adapters"

adapters domain-adaptation parameter-efficient-learning parameter-efficient-tuning

Updated Feb 28, 2023
Python

joaopauloschuler / kEffNetV1

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This repository contains the source code for the paper "Grouped Pointwise Convolutions Reduce Parameters in Convolutional Neural Networks".

keras-tutorials keras-models keras-jupyter-notebook keras-cnn keras-model keras-neural-network keras-deep-learning parameter-efficient-learning parameter-efficient-tuning parameter-efficient keras-efficientnet keras-mobilenet

Updated Sep 18, 2022
Jupyter Notebook

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