Software Alternatives & Reviews

AWS SageMaker Ground Truth VS Universal Data Tool

Compare AWS SageMaker Ground Truth VS Universal Data Tool and see what are their differences

AWS SageMaker Ground Truth logo AWS SageMaker Ground Truth

Build highly accurate training datasets using machine learning and reduce data labeling costs by up to 70%.

Universal Data Tool logo Universal Data Tool

Machine learning, data labeling tool, computer vision, annotate-images, classification, dataset
  • AWS SageMaker Ground Truth Landing page
    Landing page //
    2023-04-14
  • Universal Data Tool Landing page
    Landing page //
    2021-09-10

The Universal Data Tool (UDT) is an open-source web or downloadable tool for labeling data for usage in machine learning or data processing systems.

The Universal Data Tool supports Computer Vision, Natural Language Processing (including Named Entity Recognition and Audio Transcription) workflows.

The UDT uses an open-source data format (.udt.json / .udt.csv) that can be easily read by programs as a ground-truth dataset for machine learning algorithms.

AWS SageMaker Ground Truth videos

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Universal Data Tool videos

Getting Started with Open-Source Contribution to the Universal Data Tool

More videos:

  • Tutorial - How to use text classification on the Universal Data Tool

Category Popularity

0-100% (relative to AWS SageMaker Ground Truth and Universal Data Tool)
Data Science And Machine Learning
Image Annotation
34 34%
66% 66
Data Labeling
40 40%
60% 60
AI
57 57%
43% 43

User comments

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Social recommendations and mentions

Based on our record, AWS SageMaker Ground Truth seems to be more popular. It has been mentiond 3 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

AWS SageMaker Ground Truth mentions (3)

  • [D] What are people using to organize large groups of people for data labelling?
    Perhaps https://aws.amazon.com/sagemaker/data-labeling/ ? Source: almost 2 years ago
  • Top 5 AWS ML Sessions to Attend at AWS re:Invent 2021
    In this session you will discover how to use Amazon SageMaker to prepare data for machine learning in minutes. SageMaker provides data preparation tools that make it easier to label, prepare, and analyse your data. Walk through a complete data-preparation workflow, including how to use SageMaker Ground Truth to label training datasets, as well as how to extract data from numerous data sources, convert it using... - Source: dev.to / over 2 years ago
  • Blocked by MLData…it was only a matter of time
    As for who run MLD I guess It’s Amazon itself, have a look at this https://aws.amazon.com/sagemaker/groundtruth/. I speculate that multiple companies use this resource and they are the one responsible to upload the correct instructions, Amazon just redirect the labeling job for us using and requester account in mTurk, that explains why the communication is unacceptable with this requester. Source: over 2 years ago

Universal Data Tool mentions (0)

We have not tracked any mentions of Universal Data Tool yet. Tracking of Universal Data Tool recommendations started around Mar 2021.

What are some alternatives?

When comparing AWS SageMaker Ground Truth and Universal Data Tool, you can also consider the following products

Computer Vision Annotation Tool (CVAT) - Powerful and efficient Computer Vision Annotation Tool (CVAT) - opencv/cvat

Labelbox - Build computer vision products for the real world

CrowdFlower - Enterprise crowdsourcing for micro-tasks

Supervisely - Supervisely helps people with and without machine learning expertise to create state-of-the-art...

Qubole - Qubole delivers a self-service platform for big aata analytics built on Amazon, Microsoft and Google Clouds.

Amazon Mechanical Turk - The online market place for work.