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Path to Productivity in Job Search and Job Recommendation AI at LinkedIn

Posted Oct 24, 2021 | Views 214
# LinkedIn
# LinkedIn Job Search
# AI
# Machine Learning Engineer
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SPEAKERS
Alex Patry
Alex Patry
Alex Patry
Senior Staff Software Engineer @ LinkedIn

Alex has been a machine learning engineer at LinkedIn for almost seven years. He had tour of duties in LinkedIn Groups, content search and discovey, feed, and has been tech leading in LinkedIn Talent Solutions and Careers for the last two years.

Prior to working at LinkedIn, Alex lived in Montreal where he completed a PhD in Statistical Machine Translation, then work for five years on information extraction.

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Alex has been a machine learning engineer at LinkedIn for almost seven years. He had tour of duties in LinkedIn Groups, content search and discovey, feed, and has been tech leading in LinkedIn Talent Solutions and Careers for the last two years.

Prior to working at LinkedIn, Alex lived in Montreal where he completed a PhD in Statistical Machine Translation, then work for five years on information extraction.

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Demetrios Brinkmann
Demetrios Brinkmann
Demetrios Brinkmann
Chief Happiness Engineer @ MLOps Community

At the moment Demetrios is immersing himself in Machine Learning by interviewing experts from around the world in the weekly MLOps.community meetups. Demetrios is constantly learning and engaging in new activities to get uncomfortable and learn from his mistakes. He tries to bring creativity into every aspect of his life, whether that be analyzing the best paths forward, overcoming obstacles, or building lego houses with his daughter.

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At the moment Demetrios is immersing himself in Machine Learning by interviewing experts from around the world in the weekly MLOps.community meetups. Demetrios is constantly learning and engaging in new activities to get uncomfortable and learn from his mistakes. He tries to bring creativity into every aspect of his life, whether that be analyzing the best paths forward, overcoming obstacles, or building lego houses with his daughter.

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Skylar Payne
Skylar Payne
Skylar Payne
Machine Learning Engineer @ HealthRhythms

Data is a superpower, and Skylar has been passionate about applying it to solve important problems across society. For several years, Skylar worked on large-scale, personalized search and recommendation at LinkedIn -- leading teams to make step-function improvements in our machine learning systems to help people find the best-fit role. Since then, he shifted my focus to applying machine learning to mental health care to ensure the best access and quality for all. To decompress from his workaholism, Skylar loves lifting weights, writing music, and hanging out at the beach!

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Data is a superpower, and Skylar has been passionate about applying it to solve important problems across society. For several years, Skylar worked on large-scale, personalized search and recommendation at LinkedIn -- leading teams to make step-function improvements in our machine learning systems to help people find the best-fit role. Since then, he shifted my focus to applying machine learning to mental health care to ensure the best access and quality for all. To decompress from his workaholism, Skylar loves lifting weights, writing music, and hanging out at the beach!

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SUMMARY

A year ago, LinkedIn job search and recommendation AI teams were at the end of a growth cycle. They were fighting many fires at once: a high number of user complaints, engineers spending a significant amount of their time keeping our machine learning pipelines running, online infrastructure that wasn't supporting their growth, and challenges ramping new models to experiment. In this talk, Alex discusses how they all came together to manage these challenges and set themselves for their next phase of growth.

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