Size business opportunities and develop the roadmap for investments in CV and multimodal listing understanding and integration into product experiences.
Leverage photos and related structured and unstructured data to build and continuously improve listing understanding.
Build causal models to understand how photos impact guest search and drive bookings and trip quality.
Stay up to date with SoT models and prototype machine learning product features and iterate with engineering, product, and design.
Develop and implement assessment frameworks for CV and multimodal modeling improvements to ensure that they are safe and effective.
Measure the business value of our work through experimentation and causal analysis.

Requirements

9+ years of industry experience in applied Machine Learning, with experience in Computer Vision, preferably including CLIP and ViT. (6+ with PhD)
Causal inference expertise, preferably with marketplace experience
Advanced degree in Computer Science, Statistics, Econometrics or related field.
Strong in XFN communication with partners in product, engineering, and design
Expert in at least one programming language for data analysis (Python or R) with familiarity in SQL. Comfort with developing proof-of-concept prototypes. Passionate about AI and possessing a learner’s mindset towards LLMs and dynamic systems.
Deep understanding of Machine Learning best practices (eg. training/serving skew minimization, A/B test, feature engineering, feature/model selection) and algorithms (eg. gradient boosted trees, neural networks/deep learning, optimization)
Experience with technologies such as: Tensorflow, PyTorch, Kubernetes, Airflow (or equivalent), Kafka (or equivalent)
Proven ability to succeed in both collaborative and independent work environments
Demonstrated willingness and track record of engagement with the technical community.

Benefits

Employee Travel Credits

Applicant Tracking System Keywords

Tip: use these terms in your resume and cover letter to boost ATS matches.

Hard skills

Machine LearningComputer VisionCausal InferenceData AnalysisFeature EngineeringGradient Boosted TreesNeural NetworksDeep LearningOptimizationA/B Testing

Soft skills

XFN CommunicationCollaborationIndependent WorkEngagement with Technical CommunityLearner's Mindset

Certifications

PhD in Computer SciencePhD in StatisticsPhD in Econometrics