Aiden Bingham
@aidenbingham
Junior AI/ML developer building production data pipelines and AI-native products with AWS guardrails.
What I'm looking for
I’m a junior AI/ML developer who builds production-ready systems that turn messy inputs into reliable outcomes. I’m especially motivated by AI-native products where safety, routing, and validation matter as much as model performance.
At Amazon Web Services and Compass UOL, I implemented Amazon Lex bot configuration and production Lambdas for a B2B outbound voice agent. I’ve also contributed to an AI-native e-commerce enrichment system on SQS, Lambda, Step Functions, Bedrock, and DocumentDB—working on result generation, guardrails, and model routing.
I’ve focused heavily on data reliability and compliance, building ingestion pipelines, PII redaction, Step Functions orchestration, and structured validation layers for a Bedrock and Neo4j legal conversational platform. Previously as an Auxiliary Services Data Analyst, I developed data warehousing solutions and built Power BI dashboards that improved housing operations.
I lead projects that blend engineering depth with real-world impact, from an immune monitoring platform with a React Native mobile app and AWS HIPAA-compliant processing, to a legal RAG chatbot using LangChain, Chroma, and Amazon Bedrock. I bring a strong applied-data-science foundation (including Dean’s List recognition and relevant competitions) and a clear drive to ship scalable, trustworthy data and AI systems.
Experience
Work history, roles, and key accomplishments
Developed database optimization tools and improved multi-server query performance by 30% using Power BI. Built predictive analytics models for system performance monitoring, improving reliability and efficiency through collaboration with cross-functional teams.
Education
Degrees, certifications, and relevant coursework
University of Southern California
Master of Science in Applied Data Science, Applied Data Science
Activities and societies: Areas of interest: Data Engineering, Data Warehouse Management. Awards: Best Competitive ERP Business Design with SAP competition; Dean’s List; Figma iPhone Application Final Portfolio competition (2nd out of 10 teams).
Pursued a Master of Science in Applied Data Science at the University of Southern California, focusing on data engineering and data warehouse management.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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