All posts categorized in: Machine Learning

Friendly Machine Learning

At Indeed, machine learning is key to our mission of helping people get jobs. Machine learning lets us collect, sort, and analyze millions of job postings a day. In this post, we’ll describe our open-source Java wrapper for a particularly useful machine learning library, and we’ll explain how you can benefit from our work. Challenges […]

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Building a Large-Scale Machine Learning Pipeline for Job Recommendations

(Editor’s note: This post was originally published on oreilly.com.) With 200 million unique visitors every month, Indeed relies on a recommendation engine that processes billions of input signals every day — resulting in more external online hires than any other source. To create this recommendation engine, we started with a minimum viable product (MVP) built with Apache […]

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