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Ethan-Saline/README.md

Ethan Saline

Intro

My name is Ethan Saline, I am a Data Scientist and Machine Learning Engineer currently studying at BYUI. I have a strong work ethic and learn quickly on the job. Here is my Portfolio Website

You're gonna want me on your team!


AI Systems & Applied Machine Learning

I design production-oriented AI systems that combine machine learning, automation, and human-in-the-loop validation for high-stakes environments.

Current Focus Areas

  • Healthcare AI & Clinical Decision Support
  • Defense & Intelligence AI Systems
  • AI Agents & Autonomous Workflows
  • Multimodal Machine Learning
  • Scalable Data Pipelines

Featured Projects

Multimodal Radiology AI Pipeline

Here

Human-in-the-loop X-ray diagnosis system designed for clinical and operational environments.

Architecture

  • Multimodal pipeline combining:
    • Image embeddings
    • Retrieval-augmented generation
    • CNN diagnostic classifier
  • Grad-CAM explainability heatmaps
  • Weekly automated retraining pipeline
  • Retrieval Recall@5: 89.7%
  • Inference latency: < 2 seconds
  • Target: Hospital-ready deployment

Applications

  • Clinical decision support
  • Battlefield medical triage
  • Remote diagnostics
  • Emergency response systems

Technologies

  • Python
  • PyTorch
  • FAISS
  • PostgreSQL
  • Redis
  • BioViL
  • CNNs

AI Agent Systems — BYU-Idaho Course Design

Here

Designing and developing an AI Agents curriculum focused on real-world deployment.

Course Topics

  • Autonomous decision systems
  • Multi-agent coordination
  • Tool-using agents
  • Retrieval-augmented agents
  • Production deployment patterns

Real-World Applications

  • Healthcare automation
  • Intelligence analysis
  • Defense logistics
  • Predictive monitoring systems

Technical Focus

Machine Learning

  • Supervised Learning
  • Unsupervised Learning
  • Deep Learning
  • Time Series Analysis
  • Reinforcement Learning

AI Infrastructure

  • Retrieval Systems
  • Vector Databases
  • Model Pipelines
  • DAG-based Workflows
  • Production ML Systems

Programming & Tools

  • Python
  • R
  • SQL
  • Databricks
  • PostgreSQL
  • Redis

Industry Applications

Healthcare

  • Radiology AI
  • Clinical Decision Support
  • Predictive Diagnostics
  • Medical Workflow Automation

Defense & Intelligence

  • Sensor Data Analysis
  • Autonomous Decision Systems
  • Situational Awareness AI
  • Multimodal Intelligence Systems

Contact

LinkedIn

Email


Popular repositories Loading

  1. Ethan_Saline Ethan_Saline Public

    My Data Science Portfolio!

  2. multimodal_xray_pipeline multimodal_xray_pipeline Public

    Python

  3. basic_xray_cnn basic_xray_cnn Public

    Jupyter Notebook

  4. BIO382_Bioinformatics BIO382_Bioinformatics Public

    HTML

  5. Ethan-Saline Ethan-Saline Public