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What is Snorkel AI?

The current advancement of AI is hindered by insufficient labeled data rather than the models themselves. The emergence of a groundbreaking data-centric AI platform, utilizing a programmatic approach, promises to alleviate these data restrictions. Snorkel AI is at the forefront of this transition, shifting the focus from model-centric development to a more data-centric methodology. By employing programmatic labeling instead of traditional manual methods, organizations can conserve both time and resources. This flexibility allows for quick adjustments in response to evolving data and business objectives by modifying code rather than re-labeling extensive datasets. The need for swift, guided iterations of training data is essential for producing and implementing high-quality AI models. Moreover, treating data versioning and auditing similarly to code enhances the speed and ethical considerations of deployments. Collaboration becomes more efficient when subject matter experts can work together on a unified interface that supplies the necessary data for training models. Furthermore, programmatic labeling minimizes risk and ensures compliance, eliminating the need to outsource data to external annotators, thus safeguarding sensitive information. Ultimately, this innovative approach not only streamlines the development process but also contributes to the integrity and reliability of AI systems.

What is OCI Data Labeling?

OCI Data Labeling serves as a robust solution for developers and data scientists aiming to generate accurately labeled datasets that are crucial for training artificial intelligence and machine learning models. This versatile tool supports multiple formats, including documents like PDF and TIFF, images such as JPEG and PNG, and various text types, allowing users to upload raw data, apply a range of annotations—like classification labels, object-detection bounding boxes, or key-value pairs—and export the annotated outputs in line-delimited JSON format, which is beneficial for the model-training workflow. Additionally, it offers customizable templates specifically designed for different types of annotations, along with user-friendly interfaces and public APIs that streamline the process of dataset creation and management. The service also ensures smooth interoperability with other data and AI tools, permitting the direct integration of annotated data into custom vision or language models, alongside Oracle’s AI solutions. Users can efficiently utilize OCI Data Labeling to build datasets, create records, annotate them, and then use the exported snapshots for robust model development, guaranteeing a seamless transition from data labeling to AI model training. As a result, this service significantly boosts the productivity of teams engaged in AI projects, ultimately fostering more efficient workflows and innovative applications.

Media

Media

Integrations Supported

Dask
JSON
Kubernetes
Oracle AI Agent Platform
Oracle Cloud Infrastructure
Oracle Data Science
TensorFlow

Integrations Supported

Dask
JSON
Kubernetes
Oracle AI Agent Platform
Oracle Cloud Infrastructure
Oracle Data Science
TensorFlow

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$0.0002 per 1,000 transactions
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

Snorkel AI

Date Founded

2019

Company Location

United States

Company Website

snorkel.ai/

Company Facts

Organization Name

Oracle

Date Founded

1977

Company Location

United States

Company Website

www.oracle.com/artificial-intelligence/data-labeling/

Categories and Features

Artificial Intelligence

Chatbot
For Healthcare
For Sales
For eCommerce
Image Recognition
Machine Learning
Multi-Language
Natural Language Processing
Predictive Analytics
Process/Workflow Automation
Rules-Based Automation
Virtual Personal Assistant (VPA)

Data Labeling

Human-in-the-loop
Labeling Automation
Labeling Quality
Performance Tracking
Polygon, Rectangle, Line, Point
SDK
Supports Audio Files
Task Management
Team Collaboration
Training Data Management

Machine Learning

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

Categories and Features

Data Labeling

Human-in-the-loop
Labeling Automation
Labeling Quality
Performance Tracking
Polygon, Rectangle, Line, Point
SDK
Supports Audio Files
Task Management
Team Collaboration
Training Data Management

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