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  • Platform
    • PLATFORM
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      • Snorkel Flow – Accelerate AI development with the data-centric platform powered by programmatic labeling.
      • Label – Label programmatically by distilling expertise into functions that power intelligent auto-labeling.
      • Model – Continuously update and analyze models to guide rapid iteration and improvement.
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      • Adapt – Respond to real-world data and objective changes with just a few clicks, not manual relabeling.
      • Enterprise – Benefit from enterprise-grade interoperability, security, expertise, and more.
  • Solutions
    • Solutions
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      • Selected industry use cases
      • AI for banking – Personalize customer interactions, manage risk, and improve resource utilization.
      • AI for healthcare – Speed clinical trial success, improve patient outcomes, and enhance research.
      • AI for government – Build machine learning models and AI applications across a wide variety of missions and use cases.
      • AI for insurance – Detect fraud, speed claims processing, and improve underwriting workflows.
      • AI for telecom – Assess network health, tailor customer support, and detect security risks.
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      • Selected AI applications
      • Document classification – Improve performance by exploiting features unique to your data with custom classification apps.
      • Named entity recognition – Solve domain-specific syntactic and semantic challenges with precise NER apps.
      • Information extraction – Collect useful text and data from virtually any table or form with flexible extraction apps.
      • Conversational AI – Automate responses to customer inquiries to improve efficiency and customer satisfaction.
      • Sentiment analysis – Tackle complex NLP challenges with nuanced sentiment analysis apps.
  • Technology
    • TECHNOLOGY
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      • Data-centric AI – Learn about the impact of moving from model-centric to data-centric AI.
      • Weak supervision – Explore weak supervision approaches and how they accelerate training data creation.
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      • Programmatic labeling – See how programmatic labeling breaks through the primary bottleneck facing AI.
      • Snorkel research project – Read how Snorkel open source has advanced to production as the Snorkel Flow platform.
  • Case studies
    • CASE STUDIES
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      • Google
      • Intel
      • Top U.S. bank
      • Apple
      • Tide
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      • Fortune 500 biotech
      • Fortune 500 telecom
      • Fortune 50 bank
      • Stanford Medicine
      • Global financial services leader
  • Resources
    • RESOURCES
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      • Blog – Browse the latest posts from Snorkel AI experts, customers, and industry leaders.
      • Events – Attend events to discover new ideas and make connections with AI/ML practitioners.
      • Frequently asked questions – Explore frequently asked questions on scalable AI development, Snorkel AI, and Snorkel Flow
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      • Press – Read the latest news about Snorkel AI and Snorkel Flow customers.
      • Research papers – Explore 60+ peer-reviewed papers published as part of the Snorkel research project.
  • Company
    • COMPANY
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      • About us – Snorkel AI is redefining how AI applications are built. Learn about our mission, team, and culture.
      • Careers – We’re bringing together some of the best minds in AI and machine learning. Join us.
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  • Resources
    • Blog
    • Events
    • Press
    • Research papers

    • Written by: Team Snorkel

    Team Snorkel
    September 1, 2021

    Design, Data, Development, Deployment: Breaking Down the Machine Learning Production Pipeline

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  • Request a demo to see how you can accelerate AI development with Snorkel Flow’s revolutionary data-centric, programmatic workflow. 

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    • Snorkel Events

    The Future of Data-Centric AI

    The Future of Data-Centric AI

    03 August 2022
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    Platform

    • Snorkel Flow
    • Label
    • Model
    • Adapt
    • Enterprise

    Solutions

    AI applications

    • Document classification
    • Named entity recognition
    • Information extraction
    • Conversational AI
    • Sentiment analysis

    Industry use cases

    • AI for banking
    • AI for government
    • AI for healthcare
    • AI for insurance
    • AI for telecom

    Technology

    • Snorkel AI Technology
    • Data-centric AI
    • Weak supervision
    • Programmatic labeling
    • Snorkel research project

    Case studies

    • Google
    • Intel
    • Top U.S. bank
    • Apple
    • Tide
    • Fortune 500 biotech
    • Fortune 500 telecom
    • Fortune 50 bank
    • Stanford Medicine
    • Global financial services leader

    Resources

    • Blog
    • Events
    • FAQ
    • Press
    • Research papers
    •  

     

    Company

    • Overview
    • Careers

    Contact

    • Contact us
    • Request a demo
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