Latest posts

  • How Memorial Sloan Kettering Cancer Center (MSKCC) used Snorkel Flow to scale clinical trial screening
    September 26, 2022Molly Friederich
    - MSKCC, the world’s oldest and largest cancer center, sought to identify patients as candidates for clinical trial studies by classifying the presence of a relevant protein, HER-2. Reviewing patient records for HER-2 is onerous; clinicians and researchers must parse through complex, variable patient data. By unblocking training data labeling and… ...
  • Improving upon Precision, Recall, and F1 with Gain metrics
    September 8, 2022Bradley Fowler
    - This blog post introduces variants of Precision, Recall, and F1 metrics called Precision Gain, Recall Gain, and F1 Gain. The gain variants have desirable properties such as meaningful linear interpolation of PR curves and a universal baseline across tasks. This post explains what these benefits mean for you, how the… ...
  • Summer 2022 Snorkel Flow release roundup
    August 30, 2022Molly Friederich
    - On the heels of the second annual Future of Data-Centric AI event, we’re energized by what we learned from data scientists, machine learning engineers, and AI leaders who are adopting data-centric approaches to accelerate AI success. The Snorkel Flow platform provides these teams with a seamless workflow across training data… ...
  • Introducing Continuous Model Feedback to drive rapid data quality improvement
    August 29, 2022Molly Friederich
    - Continuous Model Feedback, available in beta as part of the new Studio experience, is Snorkel Flow’s latest capabilities to make training data creation and model development more integrated, automated, and guided. ...
  • The Future of Data-Centric AI 2022 day 2 highlights
    August 5, 2022Louis Bouchard
    - Snorkel AI just hosted the second day of The Future of Data-Centric AI conference 2022. Across 40+ sessions, 50+ Data scientists, ML engineers, and AI leaders came together to share insights, best practices, and research on adopting data-centric approaches with thousands of attendees from all around the world. Aarti Bagul,… ...
  • The Future of Data-Centric AI 2022 day 1 highlights
    August 4, 2022Louis Bouchard
    - Snorkel AI just hosted the first day of The Future of Data-Centric AI conference 2022. This conference brings together data scientists, ML engineers, and AI leaders to share insights, best practices, and research on how to evolve the ML lifecycle from model-centric to data-centric approaches. This conference takes place over… ...
  • 10-Ks information extraction case studies
    July 6, 2022Team Snorkel
    - Building NLP techniques to understand 10-Ks is time-consuming, costly, and challenging. In this post, Machine Learning Engineer, Aarti Bagul discusses three information extraction case studies on how banks around the world are building highly accurate NLP applications using Snorkel Flow's AI platform. From retail banking to hedge fund investing, NLP… ...
  • Introducing Cluster View: Instant data insight made actionable to speed AI development
    June 30, 2022Molly Friederich
    - Programmatic labeling moves a classic technique from interesting to high-impact So much of real-world AI development entails working with text data that’s messy — in fact, 80%+ of enterprise data is unstructured. And while state-of-the-art models get a lot of the glory, creating the training data that conveys what your model needs… ...
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