Key Responsibilities:
OFFEROR RESOURCE QUALIFICATIONS
1. The Offeror shall propose resource(s) that meet the following minimum qualifications: a. Bachelor of Science in Engineering, Computer Science, Data Science, or Mathematics, or a related field (as determined by the AOC).
2. The AOC prefers Offeror proposed resource(s) to have the following qualifications: a. At least three (3) years’ experience in data science, machine learning, or applied AI development.
b. At least three (3) years’ experience in software engineering, architecture, or web development.
Required Qualifications
System Design & Collaboration:
a. Work within established constraints regarding infrastructure, programming languages, and model selection
b. Contribute to technical decision-making related to data processing, retrieval strategies, and system integration
c. Collaborate with team members to define agent architectures, workflows, and system design decisions
d. Evaluate and select appropriate approaches for given tasks, including determining when to use LLM-based versus non-LLM techniques
e. Designing and building software systems that integrate AI/ML techniques to automate tasks, assist internal users, and improve user-facing services.
2. Testing, Evaluation, and Quality Assurance:
a. Assist in the design and implementation of testing and evaluation pipelines for AI/ML systems
b. Develop unit and integration tests for AI-enabled workflows and data pipelines
c. Generate and utilize synthetic data to support evaluation and benchmarking efforts
d. Contribute to improving system performance, including accuracy, latency, and cost efficiency
3. Deployment & Operations:
a. Support deployment of AI/ML applications within a hybrid cloud environment
b. Work with containerized applications to ensure reliable deployment and updates.
c. Optimize systems for environments with limited computational resources, including minimal GPU availability