Prodigy ML
Prodigy ML is an annotation tool that helps train machine learning models faster. It allows users to rapidly label datasets and build accurate models with less data.
machine-learning
data-labeling
computer-vision
nlp
Prodigy ML: Rapid Machine Learning Model Training Tools
Prodigy ML annotation tool accelerates machine learning model training with fast dataset labeling and accurate model building, using less data.
What is Prodigy ML?
Prodigy ML is an efficient open-source data annotation tool for building machine learning models. It accelerates machine learning model development by making the data annotation process faster and more collaborative across teams.
Key features of Prodigy ML include:
- Active learning suggestions to prioritize annotations for maximal model improvement
- Pre-annotation with existing models to bootstrap new annotations
- Real-time model evaluation as users annotate more data
- Flexible interfaces including CLI, web app, and Python API
- Seamless connections to train models in PyTorch, TensorFlow, scikit-learn, and other libraries
- Team workflows for distributed annotation across annotators
- Built-in datasets and recipes for common tasks like text classification, NER, image segmentation, etc
With Prodigy ML, machine learning teams can rapidly build accurate datasets, evaluate model performance in real-time, and continuously improve models - leading to faster development cycles and impactful model deployment.
Prodigy ML Features
Features
- Active learning to prioritize labeling
- Pre-built templates for common tasks
- Real-time model evaluation
- Team collaboration
- API access
- Integrations with popular ML frameworks
Pricing
- Freemium
- Subscription-Based
Pros
Speeds up model training
Reduces need for large labeled datasets
Intuitive interface
Works for image, text, audio and other data types
Cons
Limited free plan
Steep learning curve for advanced features
No offline usage
Official Links
The Best Prodigy ML Alternatives
Top Ai Tools & Services and Data Annotation and other similar apps like Prodigy ML
Computer Vision Annotation Tool (CVAT)
CVAT is an open source web-based tool for computer vision annotation and labeling of images, video, and other data. It allows users to draw bounding boxes, segment objects, track objects across frames, assign tags, and more. Some key features of CVAT include:Platform agnostic - works in any modern browserAnnotation tracking...
Appen
Appen is a technology company that provides data and services to help large organizations develop machine learning and artificial intelligence capabilities. Founded in 1996, Appen specializes in the annotation and categorization of images, text, speech, audio, and video to produce high-quality training data.Appen operates a global crowdsourcing platform that gives...
Amazon SageMaker Data Labeling
Amazon SageMaker Data Labeling is a service that provides access to human labelers so that you can easily and quickly label large datasets for machine learning. Some key features include:Get access to a workforce of pre-qualified human labelers who can label images, videos, text, and more for your machine learning...
Supervisely
Supervisely is a no-code platform designed to make computer vision and machine learning more accessible. It provides a complete set of tools for annotating data, training neural networks, and deploying models without the need for coding.Some key features of Supervisely include:Intuitive web-based interface for image, video, and 3D data annotation.Pre-trained...
UniversalDataTool
UniversalDataTool is a powerful, free and open-source data analysis and visualization software for Windows, Mac and Linux. It can connect to a wide variety of data sources including CSV, Excel, SQL databases, REST APIs and more to import data for analysis.Some of the key features of UniversalDataTool include:Interactive and customizable...
Label Box
Label Box is a cloud-based data labeling platform designed to help teams prepare and manage data to train machine learning and artificial intelligence models. It provides a suite of collaborative tools for labeling all types of data including images, text, audio and video.Key features of Label Box include:Image, text, audio...
Training Mule
Training Mule is an easy-to-use eLearning authoring tool focused on employee onboarding, compliance training, training reinforcement, and knowledge retention. With an intuitive drag-and-drop course builder, Training Mule makes it simple for anyone to create interactive eLearning content complete with scenarios, assessments, gamification features like badges and leaderboards, and social learning...
Diffgram
Diffgram is a handy online diff tool that allows you to visually compare two files or directories side-by-side. It supports many file types including text files, source code, images, PDFs, and more.Some key features of Diffgram:Intuitive split-screen interface makes it easy to pinpoint differences between filesSupports line-by-line comparisons for text...
HyperLabel
HyperLabel is label, barcode, and tag design software used to create custom product and inventory labels. This desktop program has an intuitive drag-and-drop interface that allows users to easily design multiple professional labels, tags, and barcodes without the need for graphic design experience.With HyperLabel, you can choose from over 5000...
