10 best Python Data Labelling libraries in 2024

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by naveen.kumar@openweaver.com dot icon Updated: Mar 9, 2023

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The data labelling industry is maturing quickly. This has led to an explosion of new tools, data labelling libraries and platforms for training machine learning models over the past few years. Python is the most popular programming language for Data Science. It is very easy to learn and there are many applications of it in the field of Data Science. Python has many libraries for Machine Learning and Data Science. Popular open source Python libraries include: Pandas - pandas is a Python package that provides fast, flexible, and expressive data structures designed to make working with "relational" or "labeled" data both easy and intuitive. It aims to be the fundamental high-level building block for doing practical, real world data analysis in Python. Label-studio - Label Studio is a multitype data labeling and annotation tool. In this kit, you can find 10 best Python Data Labelling libraries, that can be used to train your machine learning algorithms.

pandasby pandas-dev

Python doticonstar image 38689 doticonVersion:v2.0.2doticon
License: Permissive (BSD-3-Clause)

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

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            pandasby pandas-dev

            Python doticon star image 38689 doticonVersion:v2.0.2doticon License: Permissive (BSD-3-Clause)

            Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
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                      label-studioby heartexlabs

                      Python doticonstar image 13344 doticonVersion:1.8.0doticon
                      License: Permissive (Apache-2.0)

                      Label Studio is a multi-type data labeling and annotation tool with standardized output format

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                                label-studioby heartexlabs

                                Python doticon star image 13344 doticonVersion:1.8.0doticon License: Permissive (Apache-2.0)

                                Label Studio is a multi-type data labeling and annotation tool with standardized output format
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                                          cleanlabby cleanlab

                                          Python doticonstar image 6078 doticonVersion:v2.4.0doticon
                                          License: Strong Copyleft (AGPL-3.0)

                                          The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

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                                                    cleanlabby cleanlab

                                                    Python doticon star image 6078 doticonVersion:v2.4.0doticon License: Strong Copyleft (AGPL-3.0)

                                                    The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
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                                                              cleanlabby cgnorthcutt

                                                              Python doticonstar image 2008 doticonVersion:v1.0doticon
                                                              License: Strong Copyleft (AGPL-3.0)

                                                              The standard package for machine learning with noisy labels and finding mislabeled data. Works with most datasets and models.

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                                                                        cleanlabby cgnorthcutt

                                                                        Python doticon star image 2008 doticonVersion:v1.0doticon License: Strong Copyleft (AGPL-3.0)

                                                                        The standard package for machine learning with noisy labels and finding mislabeled data. Works with most datasets and models.
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                                                                                  slothby cvhciKIT

                                                                                  Python doticonstar image 588 doticonVersion:Currentdoticon
                                                                                  License: Others (Non-SPDX)

                                                                                  Sloth is a tool for labeling image and video data for computer vision research.

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                                                                                            slothby cvhciKIT

                                                                                            Python doticon star image 588 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                                                                            Sloth is a tool for labeling image and video data for computer vision research.
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                                                                                                      Python doticonstar image 467 doticonVersion:Currentdoticon
                                                                                                      License: Permissive (MIT)

                                                                                                      Semi-supervised learning frameworks for python, which allow fitting scikit-learn classifiers to partially labeled data

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                                                                                                                semisup-learnby tmadl

                                                                                                                Python doticon star image 467 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                Semi-supervised learning frameworks for python, which allow fitting scikit-learn classifiers to partially labeled data
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                                                                                                                          label-makerby developmentseed

                                                                                                                          Python doticonstar image 415 doticonVersion:0.9.1doticon
                                                                                                                          License: Permissive (MIT)

                                                                                                                          Data Preparation for Satellite Machine Learning

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                                                                                                                                    label-makerby developmentseed

                                                                                                                                    Python doticon star image 415 doticonVersion:0.9.1doticon License: Permissive (MIT)

                                                                                                                                    Data Preparation for Satellite Machine Learning
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                                                                                                                                              doubtlabby koaning

                                                                                                                                              Python doticonstar image 473 doticonVersion:0.2.4doticon
                                                                                                                                              License: Permissive (MIT)

                                                                                                                                              Doubt your data, find bad labels.

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                                                                                                                                                        doubtlabby koaning

                                                                                                                                                        Python doticon star image 473 doticonVersion:0.2.4doticon License: Permissive (MIT)

                                                                                                                                                        Doubt your data, find bad labels.
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                                                                                                                                                                  LabelFusionby RobotLocomotion

                                                                                                                                                                  Python doticonstar image 343 doticonVersion:Currentdoticon
                                                                                                                                                                  License: Others (Non-SPDX)

                                                                                                                                                                  LabelFusion: A Pipeline for Generating Ground Truth Labels for Real RGBD Data of Cluttered Scenes

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                                                                                                                                                                            LabelFusionby RobotLocomotion

                                                                                                                                                                            Python doticon star image 343 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                                                                                                                                                            LabelFusion: A Pipeline for Generating Ground Truth Labels for Real RGBD Data of Cluttered Scenes
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                                                                                                                                                                                      OpenLabelingby ristofer

                                                                                                                                                                                      Python doticonstar image 0 doticonVersion:Currentdoticon
                                                                                                                                                                                      License: Others (Non-SPDX)

                                                                                                                                                                                      Open Source labeling tool to generate the training data in the format YOLO requires.

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                                                                                                                                                                                                OpenLabelingby ristofer

                                                                                                                                                                                                Python doticon star image 0 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                                                                                                                                                                                Open Source labeling tool to generate the training data in the format YOLO requires.
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