Capital One is looking to solve real-world business problems by productionizing machine learning applications and systems at scale
Requirements
- At least 2 years of experience designing and building data-intensive solutions using distributed computing
- At least 2 years of experience programming with Python, Scala, or Java
- At least 1 year of Machine Learning experience with an industry recognized ML framework (scikit-learn, PyTorch, Dask, Spark, or TensorFlow)
- Experience developing and deploying ML solutions in a public cloud such as AWS, Azure, or Google Cloud Platform
- 1+ years of experience working with large code bases in a team environment
- 1+ years of experience with distributed file systems or multi-node database paradigms
- Contributed to open source ML software
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
Other
- Bachelor’s Degree
- At this time, Capital One will not sponsor a new applicant for employment authorization, or offer any immigration related support for this position
- Capital One is an equal opportunity employer (EOE, including disability/vet) committed to non-discrimination in compliance with applicable federal, state, and local laws
- Capital One promotes a drug-free workplace
- Capital One will consider for employment qualified applicants with a criminal history in a manner consistent with the requirements of applicable laws regarding criminal background inquiries
