Senior Machine Learning Engineer - Users & Contextualization Team
Company
Airbnb
Location
USA
Type
Full Time
Job Description
The Community You Will Join:
The Users & Contextualization Team's mission is to build a robust foundation for understanding Airbnb Guest & hosts using both structured and unstructured data and provides data driven solutions to achieve personalized experience on Airbnb. These products will power but are not limited to improving on-boarding experience Profile optimization personalized experience of Airbnb products.
The Difference You Will Make:
There is a huge opportunity to improve the Host and Guest experience by leveraging open source third party and home grown ML models. As a senior engineer you will partner closely with our data science product partners and other ML + data engineers on the team to execute on these opportunities in order to improve the Host and Guest product experience on Airbnb.
A Typical Day:
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Work with large scale structured and unstructured data build and continuously improve cutting edge Machine Learning models for Airbnb product business and operational use cases.
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Work collaboratively with cross-functional partners including software engineers product managers operations and data scientists identify opportunities for business impact understand refine and prioritize requirements for machine learning models drive engineering decisions and quantify impact.
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Prototype machine learning use cases for use in the product and work with stakeholders to iterate on requirements.
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Develop productionize and operate Machine Learning models and pipelines at scale including both batch and real-time use cases.
Your Expertise:
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5+ years of industry experience in applied Machine Learning inclusive MS or PhD in relevant fields.
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Must have experience in both Natural Language Processing and Computer Vision.
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Strong programming (Scala / Python / Java/ C++ or equivalent) and data engineering skills
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Deep understanding of Machine Learning best practices (eg. training/serving skew minimization A/B test feature engineering feature/model selection) algorithms (eg. gradient boosted trees neural networks/deep learning optimization state-of-art NLP and CV algorithms) and domains (eg. natural language processing computer vision personalization and recommendation anomaly detection)
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Experience with 3 or more of these technologies: Tensorflow PyTorch Kubernetes Spark Airflow (or equivalent) Kafka (or equivalent) data warehouse (eg. Hive)
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Industry experience building end-to-end Machine Learning infrastructure and/or building and productionizing Machine Learning models
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Exposure to architectural patterns of a large high-scale software applications (e.g. well-designed APIs high volume data pipelines efficient algorithms models)
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Experience with test driven development familiar with A/B testing incremental delivery and deployment.
Your Location:
This position is US - Remote Eligible. The role may include occasional work at an Airbnb office or attendance at offsites as agreed to with your manager. While the position is Remote Eligible you must live in a state where Airbnb Inc. has a registered entity. Click here for the up-to-date list of excluded states. This list is continuously evolving so please check back with us if the state you live in is on the exclusion list. If your position is employed by another Airbnb entity your recruiter will inform you what states you are eligible to work from.
Our Commitment To Inclusion & Belonging:
Airbnb is committed to working with the broadest talent pool possible. We believe diverse ideas foster innovation and engagement and allow us to attract creatively-led people and to develop the best products services and solutions. All qualified individuals are encouraged to apply.
We strive to also provide a disability inclusive application and interview process. If you are a candidate with a disability and require reasonable accommodation in order to submit an application please contact us at: [email protected]. Please include your full name the role you’re applying for and the accommodation necessary to assist you with the recruiting process.
We ask that you only reach out to us if you are a candidate whose disability prevents you from being able to complete our online application.
Date Posted
11/28/2024
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0
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