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We are seeking a highly experienced Sr Principal ML Engineer with a good understanding of machine learning principles and algorithms to join our team and drive the development of our User and Entity Behavior Analysis with AI. In this role, you will combine robust backend engineering expertise with machine learning expertise to build, deploy, and maintain a cutting-edge Behavior Analytics system that enhances user experiences and operational efficiency.
Job Responsibility
Architect and implement new ML models and pipeline to support efficient model training, validation, and real-time inference
Optimize the existing ML models and pipeline
Ensure smooth integration of ML solutions into production systems, focusing on performance, reliability, and scalability
Build automation tools for continuous integration, delivery, and deployment of backend and ML components
Work closely with cross-functional teams (product, QA, DevOps, and customer support) to align development efforts with business needs
Troubleshoot and resolve complex issues that arise within both the backend infrastructure and ML models
Ensure code quality, security, and data privacy by following industry best practices
Maintain clear and concise documentation for system architecture, API endpoints, and ML model integration processes
Requirements
4+ years of experience using Python to build complex backend systems, ML experience is preferred. 10+ years of experience in software development
Strong background on machine learning and ML frameworks (e.g., TensorFlow, PyTorch)
Experience with cloud-native service development stack on GCP is a plus
Solid grasp of RESTful API design and micro services architecture
Skilled in diagnosing and solving complex problems while providing detailed technical analysis
Attention to details and high behavioral standards
Team player with can-do attitude to tackle difficult problems and you inspire your team to do the same
High energy and the ability to work in a fast-paced environment
Excellent collaboration and communication with multiple teams
Fast learner and eager to absorb new emerging technologies
M.S./B.S. degree in Computer Science or equivalent experience