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Scott Smith

Scott Smith

Software Engineer — AI/ML | Data Pipelines | Backend Systems

Talent
DenverMember since September 24, 2026
OpenAI Responses APIYOLOOpenCVByteTrackerNCNNOpenVINOTFLiteRaspberry PiScikit-learnXGBoostPandasA/B TestingAnalytics DashboardsPythonTypeScriptRuby on RailsGraphQLApollo FederationAzureAzure DevOpsAzure FunctionsRedisCI/CDPostgreSQLMySQLPlaywrightSeleniumNokogiriPower BiKQL
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OpenAI Responses APIYOLOOpenCVByteTrackerNCNN

About

Software Engineer with 10+ years of experience designing, scaling, and deploying distributed systems, data pipelines, and AI-enabled applications. Proven track record of taking complex machine learning and computer vision models from training environments into real-time production inference. Expert in building robust cloud architecture, optimizing data integrations, and delivering clear product impact across regulated environments and high-throughput platforms.

Experience

Software Engineer at Curbit.com (2019-01 – 2024-02)

  • Engineered distributed backend systems in Python and TypeScript on Azure, supporting real-time restaurant operations at scale.
  • Implemented federated GraphQL architecture (Apollo Federation) across multiple microservices to reduce cross-service query complexity.
  • Designed an internal Redis-cached Azure Functions service to handle high-volume text messaging and event-driven workflows with minimal latency.
  • Built and maintained ML model-training pipelines using Scikit-learn, XGBoost, and Pandas; deployed predictive models to production via Azure Blob Storage.
  • Managed CI/CD pipelines via Azure DevOps and established comprehensive observability with logging, monitoring, and alerting frameworks.

Senior Software Engineer at LeadPoint, Inc. (2019-08 – 2024-09)

  • Built an automated document ingestion pipeline that polled affiliate email 2x daily, retrieved reporting files via FTP, and parsed/normalized structured data into the platform database.
  • Maintained and extended a monolithic Rails application powering 4 websites, a public API, and an administrative CMS.
  • Developed analytics dashboards and custom reporting pipelines using React to visualize lead-generation and conversion metrics for business stakeholders.
  • Introduced Redis caching and A/B testing infrastructure, dramatically improving reporting performance and site engagement metrics.

Senior Software Engineer at Oversee.net (2013-11 – 2019-08)

  • Built a full-stack reporting platform integrating analytics, offline revenue data, and marketing spend into unified, actionable dashboards.
  • Engineered a data-integration system consolidating multi-source data from third-party APIs and custom web scraping infrastructure (Nokogiri, Selenium).
  • Led a critical data-recovery project to re-map unique identifiers across legacy systems and restore historical reporting accuracy after a major system failure.

Software Engineer at PennyMac (2013-01 – 2013-12)

  • Automated loan document categorization systems supporting mortgage underwriting workflows in a heavily regulated lending environment.
  • Refactored filtering algorithms to improve classification accuracy and built custom data export tools to streamline downstream reporting.

Senior Software Engineer at Ninjathat.com (2012-01 – 2012-12)

  • Acted as sole backend engineer to program an entire architecture from scratch, delivering a working MVP to the CEO and designer within 3 months.
  • Architected the entire database schema, object models, and user authentication flows using MySQL, Devise, and Rails.

Freelance Full-Stack Engineer & Consultant at Freelance Full-Stack Engineer & Consultant (2007-01 – 2012-12)

  • Built multiple full-stack Ruby on Rails web applications for local and remote businesses, handling end-to-end development, hosting, and production deployment.
  • Prototyped a tablet-based PDF management system featuring handwriting recognition and structured database storage for Computer Diversions.

Education

Creative Writing – University of Montana

Biology & Electronics – Montana State University

Skills

Software EngineerAI/MLData PipelinesBackend Systems

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