usage.md

NSL Usage

This page lists various presentations, videos, and tutorials given on NSL as well as select media articles. If you're using NSL or have given a talk on NSL, and would like to have it added here, feel free to reach out to us by creating an issue on GitHub. Alternatively, you can update this page directly by sending us a pull request.

The list of GitHub users/projects that depend on Neural Structured Learning can be found here.

Workshops/Tutorials

• Neural Structured Learning, at KDD 2020: [tutorial website], [video]
• Neural Structured Learning, at WSDM 2021: [tutorial website], [video]
• Neural Structured Learning, at WebConf 2021: [tutorial website]
• Practical Adversarial Robustness in Deep Learning: Problems and Solutions, at CVPR 2021: [tutorial website], [video]
• Recognizing Multimodal Entailment at ACL 2021: [tutorial website]

External Talks

• Introduction to NSL, a mini YouTube video series:

  • Framework overview
  • Training with natural graphs
  • Training with synthesized graphs
  • Adversarial Learning

• Neural Structured Learning in TensorFlow, at TensorFlow World 2019: [video]

• Building Robust Vision Models, at TensorFlow User Group India Summit, 2020: [tutorial website], [video], [colab]

Media Coverage

Below is an incomplete list of media publications featuring NSL:

• VentureBeat
• SiliconAngle
• DevClass
• Eyerys
• AnalyticsIndiaMag
• C1, C2, C3 (in Chinese).

Blog Posts

• Introducing Neural Structred Learning in TensorFlow
• Neural Structured Learning in TFX
• Improving Classification Model Robustness with Adversarial Regularization in TensorFlow