Top 23 Python representation-learning Projects

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1. transferlearning

   1 1 13,657 7.5 Python

   Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

   

2. SaaSHub

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   SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

   

3. EVA

   2 2 2,390 5.1 Python

   EVA Series: Visual Representation Fantasies from BAAI (by baaivision)

   

4. DeBERTa

   3 4 2,020 3.6 Python

   The implementation of DeBERTa

   

5. cambrian

   4 1 1,828 8.2 Python

   Cambrian-1 is a family of multimodal LLMs with a vision-centric design.

   

   Project mention: Cambrian-1 an Open, Vision-Centric Exploration of Multimodal LLMs | news.ycombinator.com | 2024-06-25

   Code: [cambrian-mllm/*cambrian*](https://github.com/cambrian-mllm/cambrian)

6. Unsupervised-Classification

   5 2 1,366 1.4 Python

   SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]

7. uform

   6 9 1,080 8.1 Python

   Pocket-Sized Multimodal AI for content understanding and generation across multilingual texts, images, and 🔜 video, up to 5x faster than OpenAI CLIP and LLaVA 🖼️ & 🖋️

   

   Project mention: Recapping the AI, Machine Learning and Data Science Meetup - May 30, 2024 | dev.to | 2024-06-04

   UForm: Pocket-Sized Multimodal AI for Content Understanding and Generation

8. PaddleHelix

   7 1 1,029 8.3 Python

   Bio-Computing Platform Featuring Large-Scale Representation Learning and Multi-Task Deep Learning “螺旋桨”生物计算工具集

   

9. ONE-PEACE

   8 2 1,006 4.0 Python

   A general representation model across vision, audio, language modalities. Paper: ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities

   

10. open-metric-learning

    9 11 901 7.9 Python

    Metric learning and retrieval pipelines, models and zoo.

    

11. disentangling-vae

    10 1 794 0.0 Python

    Experiments for understanding disentanglement in VAE latent representations

12. Unsupervised-Semantic-Segmentation

    11 1 407 1.8 Python

    Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals. [ICCV 2021]

13. TS-TCC

    12 1 391 3.2 Python

    [IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"

    

14. jodie

    13 2 368 0.0 Python

    A PyTorch implementation of ACM SIGKDD 2019 paper "Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks"

    

15. DiffCSE

    14 3 290 0.0 Python

    Code for the NAACL 2022 long paper "DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings"

16. PASS

    15 4 262 0.0 Python

    The PASS dataset: pretrained models and how to get the data

17. gnn-lspe

    16 3 245 0.0 Python

    Source code for GNN-LSPE (Graph Neural Networks with Learnable Structural and Positional Representations), ICLR 2022

18. Efficient-VDVAE

    17 8 190 0.0 Python

    Official Pytorch and JAX implementation of "Efficient-VDVAE: Less is more"

19. ALPRO

    18 1 187 0.0 Python

    Align and Prompt: Video-and-Language Pre-training with Entity Prompts

    

20. sapbert

    19 1 171 0.0 Python

    [NAACL'21 & ACL'21] SapBERT: Self-alignment pretraining for BERT & XL-BEL: Cross-Lingual Biomedical Entity Linking.

    

21. self-supervised

    20 2 125 0.0 Python

    Whitening for Self-Supervised Representation Learning | Official repository

22. Revisiting-Contrastive-SSL

    21 1 88 0.0 Python

    Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations. [NeurIPS 2021]

23. sent_debias

    22 1 61 0.0 Python

    [ACL 2020] Towards Debiasing Sentence Representations

24. GLOM-TensorFlow

    23 4 37 0.0 Python

    An attempt at the implementation of GLOM, Geoffrey Hinton's paper for emergent part-whole hierarchies from data

Python representation-learning related posts

• A general representation modal across vision, audio, language modalities

  1 project | news.ycombinator.com | 25 May 2023

• AI Weekly Rundown (May 13 to May 19) : News from ChatGPT Plugins, Hugging Face, Amazon, Microsoft, Humanoid bot, Healthcare and more.

  4 projects | /r/ChatGPT | 20 May 2023

• CodeT5: Open Code Large Language Models for Code Understanding and Generation

  1 project | news.ycombinator.com | 18 May 2023

• CodeT5: Open Code Large Language Models for Code Understanding and Generation

  1 project | news.ycombinator.com | 15 May 2023

• [P] Can I do better than this? [Image near-duplicate and similarities clustering]

  1 project | /r/MachineLearning | 27 Mar 2023

• 🚀 Microsoft AI Introduce DeBERTa-V3: A Novel Pre-Training Paradigm for Language Models Based on the Combination of DeBERTa and ELECTRA

  1 project | /r/machinelearningnews | 23 Mar 2023

• [N] MIT/Meta AI released their new SOTA unsupervised sentence embedding model "DiffCSE"

  3 projects | /r/MachineLearning | 26 Apr 2022
• A note from our sponsor - SaaSHub
  www.saashub.com | 24 Jan 2025

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