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From Data to Deployment – Full Stack Data Science

This talk was held on Wednesday, March 29, 2017 at 7:00pm

Indeed serves over 200 million job seekers a month. We have petabytes of data about jobs, resumes, clicks, impressions, applies, and hires — data that tells us everything about how these job seekers are discovering and finding new jobs. This data flows into sophisticated data science solutions that power Indeed’s most important products.

In this talk, we walked through an actual Indeed data science full-stack model building process: labeling data, performing analysis, generating features, building the model, validating the model, building infrastructure, deploying the model, and monitoring the solution. We discussed how these techniques are applicable across a broad set of domains.