Airbnb · 4 hours ago
Senior Machine Learning Engineer, Users & Contextualization Team
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Comp. & BenefitsH1B Sponsor Likely
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Responsibilities
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.
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.
Prototype machine learning use cases for use in the product, and work with stakeholders to iterate on requirements.
Develop, productionize, and operate Machine Learning models and pipelines at scale, including both batch and real-time use cases.
Qualification
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Required
5+ years of industry experience in applied Machine Learning, inclusive MS or PhD in relevant fields.
Must have experience in both Natural Language Processing and Computer Vision.
Strong programming (Scala / Python / Java/ C++ or equivalent) and data engineering skills.
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).
Experience with 3 or more of these technologies: Tensorflow, PyTorch, Kubernetes, Spark, Airflow (or equivalent), Kafka (or equivalent), data warehouse (eg. Hive).
Industry experience building end-to-end Machine Learning infrastructure and/or building and productionizing Machine Learning models.
Exposure to architectural patterns of a large, high-scale software applications (e.g., well-designed APIs, high volume data pipelines, efficient algorithms, models).
Experience with test driven development, familiar with A/B testing, incremental delivery and deployment.
Benefits
Bonus
Equity
Benefits
Employee Travel Credits
Company
Airbnb
Airbnb is an online community marketplace for people to list, discover, and book accommodations through mobile phones or the internet.
H1B Sponsorship
Airbnb has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2023 (119)
2022 (236)
2021 (282)
2020 (244)
Funding
Current Stage
Public CompanyTotal Funding
$6.42BKey Investors
JP Morgan ChaseFirstMarkTPG
2023-04-26IPO· undefined
2020-06-03Secondary Market· undefined
2020-04-14Debt Financing· $1B
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