Bedford Capital is looking to solve the problem of streamlining loan origination, servicing, and borrower engagement by developing end-to-end AI solutions, including scalable ML models, generative AI, and predictive systems tailored to mortgage operations.
Requirements
- Proficiency in end-to-end AI development using Python, from data ingestion to model serving.
- Hands-on experience with machine learning frameworks (TensorFlow, PyTorch, Scikit-learn) and orchestration tools (Airflow, Prefect) for complete pipelines.
- Strong grasp of full-lifecycle system design, event-driven patterns, containerization (Docker), and CI/CD for AI systems.
- Familiarity with cloud-native deployment on AWS, Azure
- Solid problem-solving skills to debug and optimize end-to-end AI systems.
- Analytical mindset with practical knowledge of linear algebra, probability, and statistics applied to model development and evaluation.
- Foundational understanding of linear algebra, calculus, probability, and statistics in machine learning contexts.
Responsibilities
- Automate Repetitive Tasks: Take full ownership of end-to-end solutions; analyze manual workflows, prepare datasets, build and deploy document classification and data extraction models to eliminate redundant human effort.
- Streamline Workflows: Deliver complete AI systems that integrate with loan origination systems
- Minimize Errors: Implement end-to-end data validation pipelines incorporating anomaly detection, ensemble checks, and feedback loops to enforce consistency across mortgage data sources.
- Ensure Compliance: Build compliance-ready AI solutions from the ground up, embedding model explainability, audit trails, and bias-monitoring aligned with regulations
- Collaborate Across Teams: Lead architecture reviews and deployment planning with data engineers, DevOps, and business stakeholders.
- Maintain Systems: Own the complete MLOps lifecycle using tools like MLflow, Kubeflow, or AWS SageMaker; monitor model drift, orchestrate retraining, and ensure high availability of inference services.
- Stay Current: Research emerging AI techniques and incorporate them into end-to-end prototypes and production solutions
Other
- Bachelor’s degree in Computer Science, Data Science, Statistics or related field
- 3+ years of experience in AI/ML development, including full end-to-end ownership of production models.
- Proven ability to deliver complete AI solutions from requirements to deployment and monitoring.
- This employer participates in E-Verify. If hired, the employer will provide the federal government with your Form I-9 information to confirm that you are authorized to work in the U.S.
- Union Home Mortgage Corp. provides equal employment opportunities to all employees and applicants for employment and prohibits discrimination and harassment of any type without regard to race, color, religion, age, sex, national origin, disability status, genetics, protected veteran status, sexual orientation, gender identity or expression, or any other characteristic protected by federal, state or local laws.
