Machine Learning Engineer
Foursquare |
Seattle,WA,USA
Short Description
Foursquare is seeking a Machine Learning Engineer who has the ability to collaborate with a diverse set of engineers and data scientists.Job Description
About our Engineering Team:
As a member of Foursquare's engineering team, you will build complex products from the ground up. We're passionate about tackling tough challenges in the location space, and we're seeking engineers who also like to dive deep into code and solve hard problems. You should be comfortable running with your own ideas and eager to learn new skills on a bleeding edge platform. We use a variety of tools, technologies, and languages to build software (Scala, Thrift, MongoDB, Memcached, JS/jQuery, Kafka, Pants, Hadoop, MR, Spark) but experience with equivalent ones will do just fine.
Join us and help bring our feature ideas (and your own!) off the whiteboard and into reality. As a Machine Learning Engineer, you will research improvements in data collection, feature engineering, and algorithmic optimization. You will also work on implementing your models in production systems and data pipelines. Here are some high-level applications of machine learning at Foursquare that you could work on within our Seattle office:
- Ingesting a variety of commercial activity data sources and applying model-building methods to improve our location intelligence technology
- Expanding on methods to learn from aggregated user activity data at scale with a variety of big data ML applications
- Investigating ways to improve the third dimension for location intelligence through feature engineering and incorporation of signals that go beyond GPS and WiFi
- Using NLP techniques to normalize, and infer structure from, unstructured place data from disparate sources
- Entity resolution and deduplication across hundreds of millions of place records from providers
- Extracting the freshest and most correct information about a real-world place given data from publishers of varying quality
- Performing causal modeling and turning model outputs into real, actionable insights on a product that builds hundreds of machine learning models per day at scale to drive marketing decisions for many well-known companies and brands
Qualifications
- Masters (preferred Ph.D. degree) in Computer Science or a related technical field or equivalent practical experience
- 2+ years of work or educational experience in Machine Learning.
- Strong knowledge of ML techniques including both supervised and unsupervised learning, classification, regression, and optimization
- Proficiency in statistics
- Experience working with large, complex and diverse data sets from a variety of sources
- Ability to collaborate with a diverse set of engineers and data scientists
- Experience with one or more general-purpose programming languages including but not limited to: Java, C/C++, or Scala
- Experience with Hadoop, scalding, spark, or similar framework a plus
Machine Learning Engineer
Mid-Senior-level
Information Technology
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Information
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Technology
Full-time
Engineering
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Information Technology
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Other
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Since our inception in 2009, Foursquare has been a leading force in changing how location information enriches our real-world and digital lives. As a location intelligence company, Foursquare is comprised of two well-known consumer apps, Foursquare and Swarm, as well as thriving media and enterprise products. Our B2B offerings include Places (for developers), Pinpoint and Attribution (for marketers), and Place Insights (for analysts, based on the world's largest foot traffic panel). With more than 200 people across our offices in New York, San Francisco, and in sales offices around the globe, we?re dedicated to our trailblazing mission?enriching consumer experiences and informing business decisions with location intelligence.