Tuesday, April 21, 2020

[Links of the Day] 21/04/2020 : Machine Learning for Relational Query processing, Augmenting Language model with latent knowledge retriever, Computer Vision Recipies

  • Extending Relational Query Processing with ML Inference : the authors present advanced cross-optimizations between ML and DB operators in Raven DB. The authors demonstrate significant performance improvement, up to 5.5x from the native integration of ML in SQL Server, and up to 24x from cross-optimizations.
  • REALM: Retrieval-Augmented Language Model Pre-Training : the authors propose to leverage Retrieval-Augmented Language Model pre-training for the challenging task of Open-domain Question Answering.By using augmenting their model with latent knowledge retriever they are able to beat current SOTA models while limiting the model growth size.
  • Computer Vision Recipies : Microsoft is releasing a lot of really good content, this time it's for computer vision. In this repository, you will find best practices, code samples, and documentation for Computer Vision.

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