Responsibilities
- Architect and Develop ML Systems: Design and implement scalable machine learning pipelines, ensuring robustness and efficiency.
- Model Development: Lead the development, training, and deployment of machine learning models to solve complex business problems.
- Technical Leadership: Guide engineers and data scientists, promoting best practices in ML engineering.
- Productionization: Build and maintain reliable production-grade ML systems, optimizing for performance and scalability.
- Innovation: Stay updated on the latest trends and research in machine learning and artificial intelligence, integrating state-of-the-art techniques when appropriate.
- Code and Review: Write clean, maintainable, well-documented code; conduct code reviews to uphold engineering standards.
Requirements
- Bachelor’s or Master’s degree in Computer Science, Engineering, Mathematics, or a related field. PhD is a plus.
- Strong proficiency in Python and ML frameworks (e.g., TensorFlow, PyTorch, Scikit-learn).
- Experience in evaluating machine learning models in production.
- Experience with data processing frameworks and tools (e.g., Spark, Dask, Pandas, Polars).
- Solid understanding of MLOps principles and tools (e.g. Docker, Kubernetes, model versioning).
- Familiarity with cloud platforms (e.g., AWS, GCP, Azure).
- Proven ability to translate business problems into technical solutions using machine learning.
- Strong communication and collaboration skills, with the ability to articulate complex technical concepts to diverse audiences.
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