AI For Healthcare




From improving patient health to clinical trials, Snorkel Flow provides healthcare innovators with a data-centric platform to build custom AI applications powered by programmatic data labeling.




Request demo









Case Study —




Biotechnology Pioneer Uses Snorkel Flow For Clinical Trial Analytics




A biotech giant known for groundbreaking discoveries leveraged Snorkel Flow to extract critical chronic disease data from clinical trials. Expensive, resource-intensive manual processes were quickly replaced with high-performing models.

$10M

Saved in on labeling for extraction

<0hrs
To develop the first custom ML model
99.1%
Accuracy on complex ML pipeline
+0%
Accuracy for contract classification
1 Day
Vs. 1 year to adjust to label schema
0K
Contracts processed in minutes

Read about Information Extraction






Approach —




Data-Centric AI


Snorkel AI is leading the shift from model-centric to data-centric AI development to make AI practical.





Image

Accelerated


Save time and costs by replacing manual labeling with rapid, programmatic labeling.




Image

Accurate


Develop and deploy high-quality AI models via rapid, guided iteration on the part that matters–the training data.




Image

Adaptable


Adapt to changing data or business goals by quickly changing code, not manually re-labeling entire datasets.




Image

Governable


Version and audit data like code, leading to more responsive and ethical deployments.




Image

Collaborative


Incorporate subject matter experts' knowledge by collaborating around a common interface–the data needed to train models.




Image

Private


Reduce risk and meet compliance by labeling programmatically and keeping data in-house, not shipping to external annotators.











Why Snorkel Flow —


A Radically New Approach to AI



Conventional AI approaches rely on generic third-party models, or brittle rule-based systems, or armies of human labelers. With Snorkel Flow, programmatically labeling unlocks a new workflow that accelerates AI app development.

With Snorkel Flow

  • Customize state-of-the-art models by training with your data & adapt to changing data or goals with a few lines of code.
  • Leverage cutting-edge ML to go beyond simple rules and retain the flexibility to audit and adapt.
  • Label thousands of data points programmatically in hours while keeping your data in-house and private.

With Conventional Approaches

  • Pre-trained vendor models often don’t work on your data, no way to customize, adapt, or audit.
  • Rules-based approaches often don’t perform well on complex data or adapt easily to data or goal changes.
  • Hand-labeled ML is hugely expensive, with usually no way to iterate, adapt, be privacy compliant, audit, or reuse.






Platform —



Snorkel Flow



The only AI platform that lets you label data programmatically, train models efficiently, improve performance iteratively, and deploy applications rapidly.




Image
Image

01


Label & Build
Label and build training data programmatically in hours without months of hand-labeling
Image

02


Integrate & Manage
Automatically clean, integrate, and manage programmatic training data from all sources
Image

03


Train & Deploy
Train and deploy state-of-the-art machine learning models in-platform or via Python SDK
Image

04


Analyze & Monitor
Analyze and monitor model performance to rapidly identify and correct error modes in the data