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ML Platform Tradeoffs and Wondering Why to Use Them

Posted Mar 30, 2022 | Views 200
# Tradeoffs
# Analytics
# Data Stack
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SPEAKER
Javier Mansilla
Javier Mansilla
Javier Mansilla
Machine Learning Platform Director @ Mercado Libre

During the last 3 years building the internal ML platform for Mercado Libre (NASDAQ MELI), the biggest company in Latam, and the eCommerce & fintech omnipresent solution for the continent.

Seasoned entrepreneur and leader, I was co-founder and CTO of Machinalis, a hi-end company building Machine Learning since 2010 (yes, before the breakthrough of neuralnets). When Machinalis got acquired by Mercado Libre, that small team evolved to enable Machine Learning as a capability for a tech giant with more 10k devs, impacting the lives of almost 100 million direct users.

On a daily basis, I lead not only the tech and product roadmap of our Machine Learning Platform, but also our users' tracking system, the AB Testing framework, and the open-source office.

I love hanging out with family and friends, python, biking, football, carpentry, and slow-paced holidays in nature.

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During the last 3 years building the internal ML platform for Mercado Libre (NASDAQ MELI), the biggest company in Latam, and the eCommerce & fintech omnipresent solution for the continent.

Seasoned entrepreneur and leader, I was co-founder and CTO of Machinalis, a hi-end company building Machine Learning since 2010 (yes, before the breakthrough of neuralnets). When Machinalis got acquired by Mercado Libre, that small team evolved to enable Machine Learning as a capability for a tech giant with more 10k devs, impacting the lives of almost 100 million direct users.

On a daily basis, I lead not only the tech and product roadmap of our Machine Learning Platform, but also our users' tracking system, the AB Testing framework, and the open-source office.

I love hanging out with family and friends, python, biking, football, carpentry, and slow-paced holidays in nature.

+ Read More
SUMMARY

Javier runs ML Platform at Mercado Libre. We’re here with Javier because he’s going to tell us about what the ML platform at Mercado Libre looks like granularly, talk about its purpose, lessons, wins, and future improvements, and share with us some of the most challenging use cases they’ve had to engineer around.

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