semi-supervised-learning

Open-source projects categorized as semi-supervised-learning

Top 22 semi-supervised-learning Open-Source Projects

  • Transfer-Learning-Library

    Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization

  • uda

    Unsupervised Data Augmentation (UDA)

  • 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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  • alibi-detect

    Algorithms for outlier, adversarial and drift detection

  • Project mention: Exploring Open-Source Alternatives to Landing AI for Robust MLOps | dev.to | 2023-12-13

    Numerous tools exist for detecting anomalies in time series data, but Alibi Detect stood out to me, particularly for its capabilities and its compatibility with both TensorFlow and PyTorch backends.

  • SSL4MIS

    Semi Supervised Learning for Medical Image Segmentation, a collection of literature reviews and code implementations.

  • Awesome-Federated-Learning

    FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai

  • ADBench

    Official Implement of "ADBench: Anomaly Detection Benchmark", NeurIPS 2022.

  • tape

    Tasks Assessing Protein Embeddings (TAPE), a set of five biologically relevant semi-supervised learning tasks spread across different domains of protein biology. (by songlab-cal)

  • SaaSHub

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

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  • vosk

    VOSK Speech Recognition Toolkit

  • HugNLP

    HugNLP is a unified and comprehensive NLP library based on HuggingFace Transformer. Please hugging for NLP now!😊 HugNLP will released to @HugAILab

  • DeFMO

    [CVPR 2021] DeFMO: Deblurring and Shape Recovery of Fast Moving Objects

  • ETCI-2021-Competition-on-Flood-Detection

    Experiments on Flood Segmentation on Sentinel-1 SAR Imagery with Cyclical Pseudo Labeling and Noisy Student Training

  • auto_annotate

    Labeling is boring. Use this tool to speed up your next object detection project!

  • ICT

    Code for reproducing ICT (published in Neural Networks 2022, and in IJCAI 2019)

  • susi

    SuSi: Python package for unsupervised, supervised and semi-supervised self-organizing maps (SOM)

  • ganbert-pytorch

    Enhancing the BERT training with Semi-supervised Generative Adversarial Networks in Pytorch/HuggingFace

  • ProSelfLC-AT

    noisy labels; missing labels; semi-supervised learning; entropy; uncertainty; robustness and generalisation.

  • PAWS-TF

    Minimal implementation of PAWS (https://arxiv.org/abs/2104.13963) in TensorFlow.

  • Pseudo-Labelling

    Pseudo Labelling on MNIST dataset in Tensorflow 2.x

  • egsis

    EGSIS: Exploratory Graph-based Semi-supervised Image Segmentation

  • Project mention: [P] EGSIS: Exploratory Graph-based Semi-supervised Image Segmentation | /r/MachineLearning | 2023-11-27
  • perturb-predict-paraphrase

    Implementation of Perturb, Predict & Paraphrase: Semi-supervised Learning using Noisy Student for Image Captioning

  • MAGIST-Algorithm

    Multi-Agent Generally Intelligent Simultaneous Training Algorithm for Project Zeta

  • semi-supervised-segmentation-on-graphs

    Semi supervised segmentation on graphs (images and pointclouds). Using Eikonal equation.

  • SaaSHub

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

semi-supervised-learning related posts

  • Show HN: Simple (but clever) algorithms can find label issues in datasets

    2 projects | news.ycombinator.com | 8 Sep 2022
  • [D] In which ML field can I make significant contribution without significant compute?

    1 project | /r/MachineLearning | 3 Sep 2022
  • [D] A simple trick to quickly verify data

    1 project | /r/MachineLearning | 29 Aug 2022
  • Researchers at Oxford University Propose a Machine Learning Framework Called ‘TriSegNet’ Based on Triple-View Feature Learning for Medical Image Segmentation

    1 project | /r/machinelearningnews | 19 Aug 2022
  • [P] Cleanlab Vizzy — learn how to automatically find label errors and out-of-distribution data

    4 projects | /r/MachineLearning | 17 Aug 2022
  • Show HN: Cleanlab Vizzy – automatically find label errors and bad data

    1 project | news.ycombinator.com | 17 Aug 2022
  • [D] How to deal with badly labelled data?

    1 project | /r/MachineLearning | 7 Jul 2022
  • A note from our sponsor - InfluxDB
    www.influxdata.com | 6 May 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 →

Index

What are some of the best open-source semi-supervised-learning projects? This list will help you:

Project Stars
1 Transfer-Learning-Library 3,150
2 uda 2,153
3 alibi-detect 2,085
4 SSL4MIS 2,001
5 Awesome-Federated-Learning 1,848
6 ADBench 780
7 tape 620
8 vosk 354
9 HugNLP 247
10 DeFMO 164
11 ETCI-2021-Competition-on-Flood-Detection 150
12 auto_annotate 148
13 ICT 140
14 susi 102
15 ganbert-pytorch 88
16 ProSelfLC-AT 58
17 PAWS-TF 43
18 Pseudo-Labelling 9
19 egsis 9
20 perturb-predict-paraphrase 5
21 MAGIST-Algorithm 5
22 semi-supervised-segmentation-on-graphs 4

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