Weak Supervision

[daviddwlee84]

CS 520

• Introduction
• Slides
• Video

Paper

• [1605.07723] Data Programming: Creating Large Training Sets, Quickly
• Snorkel: rapid training data creation with weak supervision | SpringerLink
  • Snorkel AI: Programmatic Approach to Labeling Training Data | by Yitaek Hwang | Towards Data Science
  • snorkel-team/snorkel: A system for quickly generating training data with weak supervision
  • snorkel-team/snorkel-tutorials: A collection of tutorials for Snorkel
  • Get Started · Snorkel
• [1812.00417] Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale
• [1909.05372] Overton: A Data System for Monitoring and Improving Machine-Learned Products
  • p33-re-cidr20.pdf

Article

• Weak Supervision for Science and Medicine: A Year in Review

[daviddwlee84]

Automating Data Augmentation: Practice, Theory and New Direction | SAIL Blog

[daviddwlee84]

• Data Integration and Machine Learning: A Natural Synergy
  • KDD 2019 Tutorial - Data Integration and Machine Learning: A Natural Synergy
  • diml_kdd2019.pdf
• Data Integration and Machine Learning: A Natural Synergy | Transforming Data with Intelligence
• p2094-dong.pdf

[daviddwlee84]

HazyResearch (github)

Software 2.0. I sometimes see people refer to neural… | by Andrej Karpathy | Medium