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Building a Feature Store to Reduce the Time to Production of ML Models

Posted Mar 28
# Feature Stores
# Production Use Case
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SPEAKER
Emiliano Martin
Emiliano Martin
Emiliano Martin
Sr. Software Engineer @ Mercado Libre

My name is Emiliano Mart’n. I live in Villa Mar’a, C—rdoba, Argentina. I am a Software Engineer graduated from Universidad Tecnol—gica Nacional of Villa Mar’a. I started my professional career in 2015 at Mercado Libre as a BackEnd Java developer in the Fraud Prevention area of MercadoPago. In 2017 I moved to the Anti-Money Laundering area where apart from BackEnd I also worked as a FrontEnd developer with NodeJS and ReactJS.

From October 2019 to the present time I have worked as MLOps in the Machine Learning Technology area. I am married and have a daughter. In my free time I love spending time with my family and playing video games. My favorite sports are football and basketball. I am passionate about Software Development

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My name is Emiliano Mart’n. I live in Villa Mar’a, C—rdoba, Argentina. I am a Software Engineer graduated from Universidad Tecnol—gica Nacional of Villa Mar’a. I started my professional career in 2015 at Mercado Libre as a BackEnd Java developer in the Fraud Prevention area of MercadoPago. In 2017 I moved to the Anti-Money Laundering area where apart from BackEnd I also worked as a FrontEnd developer with NodeJS and ReactJS.

From October 2019 to the present time I have worked as MLOps in the Machine Learning Technology area. I am married and have a daughter. In my free time I love spending time with my family and playing video games. My favorite sports are football and basketball. I am passionate about Software Development

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SUMMARY

Within the world of software development and especially in the area of Machine Learning, times assigned to analysis, development and deployment are key to the success of an organization. ExpertsÕ work in the Feature Engineering process is one of the tasks that takes the longest when building a Machine Learning model and in which saving time becomes a differentiating factor. In this context, having a Feature Store is crucial for any organization that wants to improve its Òtime to marketÓ. At Mercado Libre we are not exempt from this problem, that is why in this lightning session I will approach a solution proposal of Feature Store as well as the benefits that we have gained by implementing it in our organization.

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Posted Mar 28 | Views 129
# Data engineering
# Feature Stores
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