In-House Machine Learning Operations (MLOps) Platform

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A In-House Machine Learning Operations (MLOps) Platform is an internal platform/ data processing platform system that supports the creation of ML systems (and their ML pipelines).



References

2023

2018

  • "Fact Store at Scale for Netflix Recommendations." Presentation at SparkSummit, 2018
    • QUOTE: ... As a data driven company, we use Machine Learning algos and A/B tests to drive all of the content recommendations for our members. To improve the quality of our personalized recommendations, we try an idea offline using historical data. Ideas that improve our offline metrics are then pushed as A/B tests which are measured through statistically significant improvements in core metrics such as member engagement, satisfaction, and retention. The heart of such offline analyses are historical facts data that are used to generate features required by the machine learning model. For example, viewing history of a member, videos in mylist etc. ...