Top 23 representation-learning Open-Source Projects

• transferlearning

  1 12,841 7.6 Python

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

• simclr

  13 3,922 2.9 Jupyter Notebook

  SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners

  

• InfluxDB

  www.influxdata.com sponsored

  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.

  

• SimCLR

  1 2,109 0.0 Jupyter Notebook

  PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations (by sthalles)

• EVA

  2 1,957 6.2 Python

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

  

• DeBERTa

  4 1,844 3.6 Python

  The implementation of DeBERTa

  

• Unsupervised-Classification

  2 1,301 1.4 Python

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

• ast

  1 995 2.3 Jupyter Notebook

  Code for the Interspeech 2021 paper "AST: Audio Spectrogram Transformer". (by YuanGongND)

• WorkOS

  workos.com sponsored

  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.

  

• ONE-PEACE

  2 838 8.6 Python

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

  

Project mention: A general representation modal across vision, audio, language modalities | news.ycombinator.com | 2023-05-25

• PaddleHelix

  1 786 5.4 Python

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

  

• open-metric-learning

  11 760 8.5 Jupyter Notebook

  Library for metric learning pipelines and models.

  

• Awesome-VAEs

  1 755 0.0

  A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.

• disentangling-vae

  1 753 0.0 Python

  Experiments for understanding disentanglement in VAE latent representations

• Contrastive-Learning-NLP-Papers

  1 493 0.8

  Paper List for Contrastive Learning for Natural Language Processing

• Unsupervised-Semantic-Segmentation

  1 386 1.8 Python

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

• uni2ts

  2 390 7.6 Jupyter Notebook

  Unified Training of Universal Time Series Forecasting Transformers

  

Project mention: Moirai: A Time Series Foundation Model for Universal Forecasting | news.ycombinator.com | 2024-03-25

Code is available! https://github.com/SalesforceAIResearch/uni2ts

• jodie

  2 333 0.0 Python

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

  

• TS-TCC

  1 309 2.5 Python

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

• DiffCSE

  3 279 0.0 Python

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

• PASS

  4 257 0.0 Python

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

• gnn-lspe

  3 214 0.0 Python

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

• ALPRO

  1 180 0.0 Python

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

  

• Efficient-VDVAE

  8 176 0.0 Python

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

• internet-explorer

  7 160 2.4

  Internet Explorer explores the web in a self-supervised manner to progressively find relevant examples that improve performance on a desired target dataset.

  

Project mention: Internet Explorer: Targeted Representation Learning on the Open Web | news.ycombinator.com | 2023-10-09

• SaaSHub

  www.saashub.com sponsored

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

  

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
• Positive and Negative Sampling Strategies for Representation Learning in Semantic Search
  2 projects | /r/LanguageTechnology | 25 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
• A note from our sponsor - InfluxDB
  www.influxdata.com | 25 Apr 2024

  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. Learn more →

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