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What is Protégé?

Protégé is supported by a strong community of users spanning academia, industry, and government, who leverage the platform to develop knowledge-driven solutions in diverse sectors like biomedicine, e-commerce, and organizational modeling. Its flexible plug-in architecture facilitates the creation of both simple and complex ontology-based applications, allowing developers to easily integrate Protégé's outputs with rule systems and other problem-solving tools. This capability empowers the formation of a wide range of intelligent systems tailored to various needs. Importantly, the dedicated team at Stanford, along with the vibrant Protégé community, is available to offer support and guidance. Members of this community actively contribute by answering questions, enhancing documentation, and creating new plug-ins. Moreover, Protégé's Java foundations enhance its extensibility, while its plug-and-play configuration provides a versatile platform for rapid prototyping and application development. This functionality not only fosters innovation but also encourages collaboration among users to tackle complex challenges effectively. With its rich features and strong community backing, Protégé continues to be a valuable resource for knowledge representation and system development.

What is Google Cloud Vertex AI Workbench?

Discover a comprehensive development platform that optimizes the entire data science workflow. Its built-in data analysis feature reduces interruptions that often stem from using multiple services. You can smoothly progress from data preparation to extensive model training, achieving speeds up to five times quicker than traditional notebooks. The integration with Vertex AI services significantly refines your model development experience. Enjoy uncomplicated access to your datasets while benefiting from in-notebook machine learning functionalities via BigQuery, Dataproc, Spark, and Vertex AI links. Leverage the virtually limitless computing capabilities provided by Vertex AI training to support effective experimentation and prototype creation, making the transition from data to large-scale training more efficient. With Vertex AI Workbench, you can oversee your training and deployment operations on Vertex AI from a unified interface. This Jupyter-based environment delivers a fully managed, scalable, and enterprise-ready computing framework, replete with robust security systems and user management tools. Furthermore, dive into your data and train machine learning models with ease through straightforward links to Google Cloud's vast array of big data solutions, ensuring a fluid and productive workflow. Ultimately, this platform not only enhances your efficiency but also fosters innovation in your data science projects.

Media

Media

Integrations Supported

1min.AI
Apache Spark
Azure Data Lake
Cline
Gemini 1.5 Pro
Gemini 2.5 Pro
Google Cloud BigQuery
Google Cloud Dataproc
Google Cloud Platform
Jupyter Notebook
Kong AI Gateway
Kubeflow
MindMac
Mistral Small 3.1
PyTorch
SQL
SmythOS
TensorFlow
Vertex AI
ZenML

Integrations Supported

1min.AI
Apache Spark
Azure Data Lake
Cline
Gemini 1.5 Pro
Gemini 2.5 Pro
Google Cloud BigQuery
Google Cloud Dataproc
Google Cloud Platform
Jupyter Notebook
Kong AI Gateway
Kubeflow
MindMac
Mistral Small 3.1
PyTorch
SQL
SmythOS
TensorFlow
Vertex AI
ZenML

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$10 per GB
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Center for Biomedical Informatics Research

Company Location

United States

Company Website

protege.stanford.edu/

Company Facts

Organization Name

Google

Date Founded

1998

Company Location

United States

Company Website

cloud.google.com/vertex-ai-workbench

Categories and Features

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

Categories and Features

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

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