Velocity Black by Capital One harnesses the power of artificial intelligence, the warmth of human experts and the convenience of the latest interfaces to help high-performance people actualize the full potential of their lives. It's concierge, reimagined for the digital age. Velocity Black is on a mission to leverage technology to improve our operational efficacy and provide an extraordinary member experience. The Velocity Black AI and ML team is building the models that help provide personalized recommendations for our members.
Requirements
- At least 1 years of experience leveraging open source programming languages for large scale data analysis
- At least 1 year of experience working with machine learning
- At least 1 year of experience utilizing relational databases
- Strong proficiency in Python and SQL for large scale data analysis
- At least 1 year of experience preparing and transforming large, messy, or sparse datasets for modeling
- At least 1 year of experience designing, training, and deploying large-scale models in production
- At least 1 year of experience in model lifecycle management and ML ops practices (monitoring, feature stores, retraining, experimentation, and A/B testing)
Responsibilities
- Lead the design, development, and maintenance of personalization and recommendation models.
- Apply modern AI/ML methods (e.g. collaborative filtering, ensemble retrievers, embeddings, neural networks, LLM as a judge, etc.) to optimize and elevate member experiences
- Collaborate with product/business and engineering to integrate models into our platform, including model registration and ongoing measurement.
- Develop evaluation frameworks to monitor performance, bias, and accuracy of recommendations.
- Champion data-driven decision making across the team.
- Retrieve, combine, and analyze data from a variety of sources and structures.
- Develop data science solutions using open-source tools and cloud computing platforms.
Other
- Customer first. You love the process of analyzing and creating, and you care about the user of the systems you create.
- Creative. You thrive on bringing definition to big, undefined problems.
- A leader. You challenge conventional thinking and work with stakeholders to identify and improve the status quo to advance us to the most cutting edge methods.
- A data guru.
- Demonstrated ability to influence stakeholders and lead technical strategy
