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Achievements

Achievement: Pair Extraordinairex2Achievement: QuickdrawAchievement: YOLOAchievement: Pull Sharkx2Achievement: Arctic Code Vault Contributor

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CanadaApollo6/README.md

Riel St. Amand

Machine Learning Engineer specializing in production ML systems and real-time inference.

Highlight Project: COVID-19 Diagnostic System

Built an ensemble neural network system that achieved 100% diagnostic accuracy across 1M+ production COVID-19 tests at Gravity Diagnostics.

  • 🎯 Zero errors when validated against human lab technicians
  • ⚡ Reduced diagnosis time from 15 minutes → <1 second
  • 🏭 Processed 30,000+ daily tests in production
  • 🧠 Ensemble of 5 CNN-LSTM networks for robust predictions

View Project →

Tech Stack

ML/AI: TensorFlow • TensorFlow.js • Scikit-Learn • Computer Vision • NLP

Languages: Python • TypeScript • JavaScript • C# • SQL

Full-Stack: React • Remix • FastAPI • Node.js • .NET Core

Recent Work

  • 🤖 Building invoice automation with Azure AI (95% time reduction)
  • 🎤 ML Workshop leader at Kansas City Developer Conference 2022
  • 🔬 Production ML systems in healthcare and enterprise

📫 Reach me: riel.stamand@gmail.com | LinkedIn

Pinned Loading

  1. Galen-COVID19 Galen-COVID19 Public

    Production COVID-19 diagnostic system. Ensemble CNN-LSTM networks deployed via TensorFlow.js for real-time inference.

    Jupyter Notebook 1

  2. Galen-Front-End Galen-Front-End Public

    React dashboard for COVID-19 diagnostic system. Real-time visualization of PCR curve analysis and ML inference results.

    TypeScript 1

  3. KCDC-2022-Materials KCDC-2022-Materials Public

    My KCDC 2022 AI & Machine Learning Workshop materials

    Jupyter Notebook

  4. Snowflake-Cortex-Lab Snowflake-Cortex-Lab Public

    An interactive lab for a Snowflake Cortex workshop given to Smart Data clients

    PLpgSQL

  5. chartlite/chartlite chartlite/chartlite Public

    The open source lightweight graphing library built for content, not dashboards

    TypeScript 1

  6. nflverse-ts/nflreadts nflverse-ts/nflreadts Public

    The TypeScript port of the nflreadpy/nflreadr packages

    TypeScript 1