Latest News

Friday, May 21, 2021

Feature store and MLOps


MLOps is a DevOps extension in which the DevOps principles are applied to machine learning pipelines. Creating a machine learning pipeline differs from creating software, primarily due to the data aspect. The model's quality is determined by more than just the code's quality.

It is also determined by the quality of the data — i.e. the features — used to run the model. According to Airbnb, data scientists spend roughly 60% to 80% of their time creating, training, and testing data. Feature stores allow data scientists to reuse features rather than rebuilding them for each new model, saving valuable time and effort. Feature stores automate this process and can be triggered by Git-pushed code changes or the arrival of new data. This automated feature engineering is a crucial component of the MLOps concept.

ML Ops is the intersection of Machine Learning, DevOps and Data Engineering



  • Google+
  • Pinterest
« PREV
NEXT »

1 comment

  1. JCB at Pragmatic Play: slot game - JamBase
    JCB at Pragmatic Play is a 문경 출장샵 video slot developed by Pragmatic 김천 출장샵 Play that takes you on a 전라북도 출장마사지 journey to uncover the hidden treasures that lie in Jun 10, 2021 안성 출장안마 · Uploaded by 화성 출장안마 JCB at Pragmatic Play

    ReplyDelete