Dive into 30+ sessions from The Future of Data-Centric AI 2023.   Watch on demand
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  • Product
      • AI PLATFORM
      • Snorkel Flow – Accelerate AI development with the data-centric platform powered by programmatic labelingLearn more
      • USE SNORKEL FLOW FOR
      • Data labeling – Accelerate AI development with the data-centric platform powered by programmatic labeling.
      • Model training and analysis – Continuously update and analyze models to guide rapid iteration and improvement.
      • Foundation model development – Fine tune and distill foundation models and LLMs for use in production applications.
      • Enterprise AI – Benefit from enterprise-grade interoperability, security, expertise, and more.
      • FEATURED RESOURCE
      • snorkel-product-featured-17-minute intro to Snorkel Flow – See how Snorkel Flow accelerates AI development by 10-100x in this short demo.Watch now
  • Solutions
      • INDUSTRIES
      • AI for banking – Personalize customer interactions, manage risk, and improve resource
      • 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.
      • 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.
      • FEATURED RESOURCE
      • snorkel-solutions-featuredSnorkel Flow success stories: the ultimate collection – Learn how Snorkel Flow is powering AI innovation for the Fortune 500 and beyond.Download now
    • See all industries and AI applications
  • Technology
      • SNORKEL RESEARCH
      • Snorkel research project – Learn how Snorkel open source has advanced to production as the Snorkel Flow platform
      • Research library – Explore 60+ peer-reviewed papers as part of the Snorkel research project
      • CORE CONCEPTS
      • Data-centric AI
      • Foundation models
      • Large language models
      • Programmatic labeling
      • Weak supervision
      • FEATURED RESOURCE
      • snorkel-technology-featuredSnorkel Flow and weak supervision 101 – Discover the benefits of weak supervision for enterprise AI in this primer to Snorkel and data-centric AI.Download now
  • Case studies
      • FEATURED CASE STUDIES
      • Apple
      • Big four consulting firm
      • Georgetown University’s CSET
      • Fortune 50 bank
      • Google
      • Fortune 500 telecom
      • Intel
      • Global custodian bank
      • Memorial Sloan Kettering Cancer Center
      • Global financial services leader
      • Pixability
      • Top 3 US bank
      • Schlumberger
      • Top 5 pharma
      • Stanford Medicine
      • Top US bank
      • FEATURED RESOURCE
      • snorkel-case-study-featuredSnorkel Flow success stories: the ultimate collection – Learn how Snorkel Flow is powering AI innovation for the Fortune 500 and beyond. Download now
    • See all case studies
  • Resources
      • INSIGHTS
      • Blog – Discover the latest posts from Snorkel AI experts, industry leaders, and researchers.
      • Research papers – Explore 60+ peer-reviewed papers as part of the Snorkel research project
      • Frequently asked questions – Explore our library of FAQs on scalable AI development, Snorkel Flow, and data-centric AI
      • ENGAGE
      • Events and webinars – Attend our upcoming live webinars and events to discover new ideas and make connections.
      • Hands-on workshops – Get hands-on with Snorkel Flow in an live instructor led workshop.
      • FEATURED RESOURCE
      • snorkel-resources-featuredAn intro to programmatic labeling – See how to automate data labeling and generate massive, high-quality datasets in minutes.Watch now
  • Company
      • COMPANY
      • 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.
      • Press and news – Read the latest news about Snorkel AI and Snorkel Flow customers
      • PARTNERS
      • Partners – We work with an innovative ecosystem of partners focused on delivering value through data-centric AI.
      • FEATURED RESOURCE
      • snorkel-company-featuredThe Future of Data-Centric AI 2023 – Explore the next wave of AI advancement during this free two-day virtual conference on June 7-8.Register now
  • Get started
Get started

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

By: Snorkel Team
Date: September 1, 2021

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Build high-quality AI radically faster
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Product

  • Snorkel Flow
  • Label
  • Model
  • Foundation models
  • 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
  • Apple
  • Big four consulting firm
  • Fortune 50 bank
  • Fortune 500 telecom
  • Global custodian bank
  • Global financial services leader
  • Global insurance leader
  • Google
  • Intel
  • Memorial Sloan Kettering
  • Stanford Medicine
  • Tide
  • Top 5 biotech
  • Top US bank

Resources

  • Blog
  • Events
  • FAQ
  • Press
  • Research papers

Company

  • Overview
  • Careers

Contact

  • Contact us
  • Request a demo

Compliance

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