Build, maintain, and improve efficient and reliable data mining and machine learning models.
Design, implement and tune machine learning models, and provide performance feedback.
Work closely with data engineers to adapt and improve data pipelines for production models.
Work closely with software engineers in putting models into production (interface, SLA, scalability).Qualifications
Strong academic background required. MS in Computer Science or Machine Learning with 2+ years of industry experience or PhD in related field with 1+ years of industry experience required.
Expert in Python, and computation graph toolkits (e.g., Scikit-learn, Tensorflow). Solid experience with Python packages such as Numpy, Panda, and Scikit-learn.
Expert/Master in common families of machine learning models, feature engineering, feature selection techniques, and tuning of machine learning models.
Master with SQL or other relational database.
Master in building and productionizing end-to-end machine learning systems.
Knowledge and experience in cloud computing is a plus.
Extensive data modeling and data architecture skills.
Advanced math skills (linear algebra, Bayesian statistics, group theory).
Ability to consistently exercise independent discretion and judgment on significant matters.
Strong analytical, problem-solving and communication skills.
Ability to work in a team environment
Numbers & Facts
Location
San Francisco, California
Skills
Academic Backgroundunmatched
Analysis Skillsunmatched
Bayesian Networksunmatched
Cloud Computingunmatched
Communication Skillsunmatched
Computer Scienceunmatched
Computer Skillsunmatched
Data Managementunmatched
Data Miningunmatched
Data Modelingunmatched
Group Theoryunmatched
Linear Algebraunmatched
Machine Learningunmatched
Mathematicsunmatched
Performance Modelingunmatched
Problem Solving Skillsunmatched
Python Programming/Scripting Languageunmatched
Relational Databases (RDBMS)unmatched
Reliability Engineeringunmatched
SQL (Structured Query Language)unmatched
Service Level Agreement (SLA)unmatched
Software Engineeringunmatched
Team Playerunmatched
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