End-to-End Data Science to Drive Business Decisions at LinkedIn with Burcu Baran

EPISODE 256
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About this Episode

In this episode of our Strata Data conference series, we're joined by Burcu Baran, Senior Data Scientist at LinkedIn. At Strata, Burcu, along with a few members of her team, delivered the presentation "Using the full spectrum of data science to drive business decisions," which outlines how LinkedIn manages their entire machine learning production process. In our conversation, Burcu details each phase of the process, including problem formulation, monitoring features, A/B testing and more. We also discuss how her "horizontal" team works with other more "vertical" teams within LinkedIn, various challenges that arise when training and modeling such as data leakage and interpretability, best practices when trying to deal with data partitioning at scale, and of course, the need for a platform that reduces the manual pieces of this process, promoting efficiency.
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Thanks to our sponsor Cloudera

Cloudera's Hybrid Data Platform offers a single, unified platform to power data and machine learning workflows across any private, public, multi, or hybrid-cloud deployment. CDP Machine Learning helps organizations build, deploy, and scale ML and AI applications through a repeatable, industrialized approach that streamlines the process of getting analytic workloads into production and intelligently manages machine learning use cases across the business, at scale. CDP Machine Learning lets enterprise data science teams collaborate across the full data lifecycle–with immediate access to enterprise data pipelines, scalable compute resources, and their preferred tools–without compromising the agility, security, and governance needs of the business.

To learn more about what the company is up to and how they can help, visit Cloudera’s Machine Learning resource center at cloudera.com/ml!

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Thanks to our sponsor LinkedIn

LinkedIn is the world's largest professional network with nearly 800 million members in more than 200 countries and territories worldwide. Today, LinkedIn leads a diversified business with revenues from membership subscriptions, advertising sales and recruitment solutions.
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