Senior Machine Learning Engineer

1 day ago

Richmond, California, United States Capital One Full time
Job Summary

As a Senior Machine Learning Engineer at Capital One, you will be part of an Agile team dedicated to productionizing machine learning applications and systems at scale. You will participate in the detailed technical design, development, and implementation of machine learning applications using existing and emerging technology platforms. You will focus on machine learning architectural design, develop and review model and application code, and ensure high availability and performance of our machine learning applications. You will have the opportunity to continuously learn and apply the latest innovations and best practices in machine learning engineering.

Key Responsibilities

Design, build, and/or deliver ML models and components that solve real-world business problems, while working in collaboration with the Product and Data Science teams.

Inform your ML infrastructure decisions using your understanding of ML modeling techniques and issues, including choice of model, data, and feature selection, model training, hyperparameter tuning, dimensionality, bias/variance, and validation.

Solve complex problems by writing and testing application code, developing and validating ML models, and automating tests and deployment.

Collaborate as part of a cross-functional Agile team to create and enhance software that enables state-of-the-art big data and ML applications.

Retrain, maintain, and monitor models in production.

Leverage or build cloud-based architectures, technologies, and/or platforms to deliver optimized ML models at scale.

Construct optimized data pipelines to feed ML models.

Leverage continuous integration and continuous deployment best practices, including test automation and monitoring, to ensure successful deployment of ML models and application code.

Ensure all code is well-managed to reduce vulnerabilities, models are well-governed from a risk perspective, and the ML follows best practices in Responsible and Explainable AI.

Use programming languages like Python, Scala, or Java.

Requirements

Bachelor's degree

At least 4 years of experience programming with Python, Scala, or Java (Internship experience does not apply)

At least 3 years of experience designing and building data-intensive solutions using distributed computing

At least 2 years of on-the-job experience with an industry recognized ML frameworks (scikit-learn, PyTorch, Dask, Spark, or TensorFlow)

At least 1 year of experience productionizing, monitoring, and maintaining models

Preferred Qualifications

1+ years of experience building, scaling, and optimizing ML systems

1+ years of experience with data gathering and preparation for ML models

2+ years of experience developing performant, resilient, and maintainable code

Experience developing and deploying ML solutions in a public cloud such as AWS, Azure, or Google Cloud Platform

Master's or doctoral degree in computer science, electrical engineering, mathematics, or a similar field

3+ years of experience with distributed file systems or multi-node database paradigms

Contributed to open source ML software

Authored/co-authored a paper on a ML technique, model, or proof of concept

3+ years of experience building production-ready data pipelines that feed ML models

Experience designing, implementing, and scaling complex data pipelines for ML models and evaluating their performance

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