AI Pulse

Snorkel

Updated 12/4/2024

Snorkel's data-centric AI platform supercharges workflow automation and task management by leveraging programmatic labeling and foundation models, empowering teams to rapidly build high-performing machine learning models that drive tangible business impact.

Snorkel screenshot

Our Review of Snorkel

Accelerate AI Development with Snorkel's Programmatic Approach

Snorkel is a powerful data-centric AI platform that enables faster, more efficient AI model development. Unlike traditional machine learning approaches, Snorkel leverages programmatic data labeling and foundation models to dramatically reduce the time and effort required to build high-quality AI systems.

Unlock the Power of Programmatic Labeling

Snorkel Flow, the core of the Snorkel platform, allows you to build AI 100x faster than manual labeling processes. By capturing and encoding your domain expertise programmatically, you can generate large, high-quality training datasets at scale. This accelerates the entire AI development lifecycle, from data preparation to model training and deployment.

Supercharge Your AI with Foundation Models

Snorkel's unique capabilities extend beyond just data labeling. The platform also enables you to fine-tune off-the-shelf language models using your custom data, ensuring your AI models are tailored to your specific use cases. This results in production-quality performance without the need to start from scratch.

Optimize for Cost and Efficiency

Snorkel's innovations don't stop there. The platform also allows you to distill large language models into 1000x smaller and cheaper versions while maintaining the same or better accuracy. This makes it easier to deploy high-performing AI models at scale, even on resource-constrained platforms.

Leverage Decades of AI Research

Snorkel is backed by over 100 peer-reviewed research papers on data development and language models. This deep well of expertise is reflected in the platform's capabilities, ensuring you can develop AI with confidence and maximize the value of your data.

Empower Your Team with Guided Error Analysis

Snorkel Flow also provides guided error analysis tools, allowing you and your team to quickly identify and address issues in your AI models. This iterative approach to model improvement ensures you can continuously refine your AI systems for optimal performance.

Unlock the Future of Efficient AI Development with Snorkel

Whether you're a seasoned AI practitioner or just starting your journey, Snorkel's data-centric approach can transform the way you build and deploy AI. By leveraging programmatic labeling, foundation models, and advanced optimization techniques, Snorkel empowers you to develop high-quality AI systems faster and more cost-effectively than ever before.

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