Machine Learning Scientist II - Pricing & Economics

Wayfair LLC
Boston, MA, United States
16 days ago
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Role details

Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Experience level
Starter
Experience required
0 years minimum
Compensation
$176,000.0 - $184,250.0
Working hours
Regular working hours
Job source

Tech stack

Airflow Amazon Web Services Microsoft Azure Apache Hive Python (Programming Language) Machine Learning NumPy Azure Machine Learning Workflow Management Systems Apache Spark Pandas Build Management
+6 more
Scikit Learn Kubernetes Information Technology Xgboost Machine Learning Operations Docker

Job description

Design, build, deploy and refine large-scale machine learning models and algorithmic decision-making systems that solve real-world problems for customers *

Work cross-functionally with commercial stakeholders to understand business problems or opportunities and develop appropriately scoped analytical solutions *

Collaborate closely with various engineering, infrastructure, and ML platform teams to ensure adoption of best-practices in how we build and deploy scalable ML services *

Build robust monitoring, alerting, edge-case handling mechanism *

Identify new opportunities and insights from the data (where can the models be improved? what is the projected ROI of a proposed modification?) *

Be obsessed with the customer and maintain a customer-centric lens in how we frame, approach, and ultimately solve every problem we work on

Requirements

Minimum 0-1 years of experience with PhD, or 3+ years of industry experience with MSc/BaSc in STEM – engineering, computer science, economics, etc. *

Proficiency in Python or one other high-level programming language *

Must have a strong theoretical understanding and solid hands-on expertise deploying machine learning solutions into production. *

Strong written and verbal communication skills, ability to synthesize conclusions for non-experts, and overall bias towards simplicity *

Intellectual curiosity and enthusiastic about continuous learning

Nice to Have: *

Experience with Python ML ecosystem (numpy, pandas, sklearn, XGBoost, etc.) and/or Apache Spark Ecosystem (Spark SQL, MLlib/Spark ML) *

Familiarity with GCP (or AWS, Azure), ML model development frameworks, ML orchestration tools (Airflow, Kubeflow or MLFlow) *

Experience with Spark, Kubernetes, Docker are nice to have

About the company

Wayfair is an online retail platform with the mission to enable everyone to live in a home they love. To do this Wayfair builds and leverages cutting edge Machine Learning and AI products and we are looking for talented individuals to join us. You will be part of a cross-functional, collaborative team driving development of world-class ML systems that drive real-world impact.

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