Own specific technical areas, drive and execute ML product projects, track progress and mitigate risks by collaborating closely with product managers, UX designers, architects, engineers, and stakeholders from other cross-functional teams
Play a key role in defining system architecture for the ML products and implementing specific components to enhance the user experience
Design and implement performant, scalable ELT (Extract, Load, Transform) data pipelines, considering an ML model's lifecycle (training and inference)
Take responsibility for technical problem solving and meeting ML product objectives creatively in ambiguous scenarios
応募資格
Advanced degree in computer science, data science, machine learning, or related field, or equivalent work experience
6+ years of professional experience in software engineering designing and building ML-driven products, with at least 3 years focused on production ML systems
Fundamental knowledge of Data Engineering and extensive experience in developing and deploying ML models, as well as building and maintaining ML pipelines and products
Experience in applying scientific method: hypothesis formulation and testing, exploratory data analysis, cross-validation, reproducible research, and structured reporting/documentation, result explanation and presentation
Experience designing, deploying, and operating scalable ML systems in production. This includes responsibility for model selection, performance benchmarking, and lifecycle management to solve real-world business problems