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awesome-active-learning
Everything you need about Active Learning (AL).
https://github.com/SupeRuier/awesome-active-learning
Last synced: 2 days ago
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By Hot Discussions - 按热门讨论分类
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**Reviews / Surveys - 综述**:
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning: A Survey [2014
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A Survey of Active Learning for Text Classification using Deep Neural Networks [2020
- A Survey of Deep Active Learning [2020
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A Survey on Cost Types, Interaction Schemes, and Annotator Performance Models in Selection Algorithms for Active Learning in Classification [2021
- A Comparative Survey of Deep Active Learning [2022
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- Active learning: theory and applications [2001
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- Active Learning: Problem Settings and Recent Developments [2020
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- Active Learning Literature Survey **(Recommend to read)** [2009
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- Understanding the Relationship between Interactions and Outcomes in Human-in-the-Loop Machine Learning [2021
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- From Model-driven to Data-driven: A Survey on Active Deep Learning [2021
- A survey on online active learning [2023
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning: A Survey [2014
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A Survey of Deep Active Learning [2020
- Active Learning: Problem Settings and Recent Developments [2020
- A Survey on Cost Types, Interaction Schemes, and Annotator Performance Models in Selection Algorithms for Active Learning in Classification [2021
- A Comparative Survey of Deep Active Learning [2022
- A survey on online active learning [2023
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A Survey of Active Learning for Text Classification using Deep Neural Networks [2020
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
- A survey on instance selection for active learning [2012
- Active Learning Query Strategies for Classification, Regression, and Clustering: A Survey [2020, Journal of Computer Science and Technology
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**Benchmarks - 基线**:
- LabelBench: A Comprehensive Framework for Benchmarking Label-Efficient Learning [2023
- A Comparative Survey: Benchmarking for Pool-based Active Learning [2021, IJCAI
- A Framework and Benchmark for Deep Batch Active Learning for Regression [2022
- Re-Benchmarking Pool-Based Active Learning for Binary Classification [2023
- Re-Benchmarking Pool-Based Active Learning for Binary Classification [2023
- A Framework and Benchmark for Deep Batch Active Learning for Regression [2022
- LabelBench: A Comprehensive Framework for Benchmarking Label-Efficient Learning [2023
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**Tutorials - 教程**
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3.3 AL in AI Fields - 人工智能背景中的主动学习
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**Tutorials - 教程**
- Steve Hanneke
- modAL - learn) | Tivadar Danka | Keep updating |
- libact - learn) | NTU(Hsuan-Tien Lin group) | |
- pytorch_active_learning
- DeepAL - learn, pytorch) | Kuan-Hao Huang | Keep updating & deep neural networks |
- Small-text - learn, pytorch) | Christopher Schröder | Text classification |
- DeepCore - learn, pytorch) | Guo et al. | In the coreset selection formulation |
- PyRelationAL: A Library for Active Learning Research and Development - learn, pytorch) | Scherer et al. | |
- DeepAL+ - learn, pytorch) | Zhan | An extension for DeepAL |
- Shengjun Huang
- Dongrui Wu
- Raymond Mooney
- Yuchen Guo
- lrtc - learn, tensorflow) | IBM | Text classification |
- Hsuan-Tien Lin
- AL playground - learn, keras) | Google | Abandoned |
- ALiPy - learn) | NUAA(Shengjun Huang) | Include MLAL |
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Programming Languages
Keywords
active-learning
5
machine-learning
4
python
3
machine-learning-library
2
active-learning-module
1
bayesian-optimization
1
machine-learning-algorithms
1
machine-learning-api
1
scikit-learn
1
uncertainty-sampling
1
deep-active-learning
1
deep-learning
1
language-models
1
looking-for-contributors
1
natural-language-processing
1
nlp
1
pytorch
1
small-language-models
1
text-classification
1
transformers
1
toolbox
1