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Top 23 Python representation-learning Projects
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transferlearning
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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Unsupervised-Classification
SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]
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ONE-PEACE
A general representation model across vision, audio, language modalities. Paper: ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities
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PaddleHelix
Bio-Computing Platform Featuring Large-Scale Representation Learning and Multi-Task Deep Learning “螺旋桨”生物计算工具集
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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Unsupervised-Semantic-Segmentation
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals. [ICCV 2021]
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jodie
A PyTorch implementation of ACM SIGKDD 2019 paper "Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks"
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DiffCSE
Code for the NAACL 2022 long paper "DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings"
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gnn-lspe
Source code for GNN-LSPE (Graph Neural Networks with Learnable Structural and Positional Representations), ICLR 2022
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sapbert
[NAACL'21 & ACL'21] SapBERT: Self-alignment pretraining for BERT & XL-BEL: Cross-Lingual Biomedical Entity Linking.
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Revisiting-Contrastive-SSL
Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations. [NeurIPS 2021]
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GLOM-TensorFlow
An attempt at the implementation of GLOM, Geoffrey Hinton's paper for emergent part-whole hierarchies from data
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AdaVAE
[Preprint] AdaVAE: Exploring Adaptive GPT-2s in VAEs for Language Modeling PyTorch Implementation
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eval_ssl_ssc
[TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation
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SaaSHub
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Project mention: A general representation modal across vision, audio, language modalities | news.ycombinator.com | 2023-05-25
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A note from our sponsor - SaaSHub
www.saashub.com | 29 Apr 2024
Index
What are some of the best open-source representation-learning projects in Python? This list will help you:
Project | Stars | |
---|---|---|
1 | transferlearning | 12,867 |
2 | EVA | 1,957 |
3 | DeBERTa | 1,847 |
4 | Unsupervised-Classification | 1,306 |
5 | ONE-PEACE | 838 |
6 | PaddleHelix | 789 |
7 | disentangling-vae | 753 |
8 | Unsupervised-Semantic-Segmentation | 386 |
9 | jodie | 333 |
10 | TS-TCC | 309 |
11 | DiffCSE | 286 |
12 | PASS | 257 |
13 | gnn-lspe | 214 |
14 | ALPRO | 180 |
15 | Efficient-VDVAE | 176 |
16 | sapbert | 156 |
17 | self-supervised | 118 |
18 | Revisiting-Contrastive-SSL | 86 |
19 | sent_debias | 54 |
20 | eirli | 37 |
21 | GLOM-TensorFlow | 36 |
22 | AdaVAE | 32 |
23 | eval_ssl_ssc | 30 |
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