Snorkel関係の情報まとめ

Snorkel関係の情報まとめ

https://hazyresearch.github.io/snorkel/

に掲載されている以下の情報をまとめる予定です。

[6/30/2019] Recap of June’s Snorkel Workshop
[6/15/2019] Powerful Abstractions for Programmatically Building and Managing Training Sets
[3/23/2019] Massive Multi-Task Learning with Snorkel MeTaL: Bringing More Supervision to Bear
[2/4/2019] Emerging Topics in Multi-Task Learning Systems
[12/4/2018] Software 2.0 and the Paradigm Shift in Programming ML Systems
[06/21/2018] Systematically Debugging Training Data for Software 2.0
[11/30/2017] Weak Supervision: The New Programming Language for Software 2.0
[09/20/2017] Exploiting Building Blocks of Data to Efficiently Create Training Sets
[08/10/2017] Learning to Compose Domain-Specific Transformations for Data Augmentation [Repo] [07/12/2017] Weak Supervision: The New Programming Paradigm for Machine Learning
[06/05/2017] Scaling Up Snorkel with Spark [Tutorial] [05/08/2017] HoloClean: Weakly Supervised Data Repairing
[04/17/2017] Structure Learning: Are Your Sources Only Telling You What You Want to Hear? [Tutorial] [03/21/2017] Babble Labble: Learning from Natural Language Explanations
[03/16/2017] Fonduer: Knowledge Base Construction from Richly Formatted Data
[12/15/2016] Data Programming + TensorFlow Tutorial (notebook version)
[11/24/2016] SLiMFast: Assessing the Reliability of Data
[10/24/2016] Socratic Learning: Debugging ML Models
[9/19/2016] Data Programming: ML with Weak Supervision [Tutorial]