Hello and Welcome
I'm Kyle.
I teach AI/ML and statistics for healthcare contexts. My background spans nursing, philosophy, and health data science. I translate between clinical reality and technical possibility, helping healthcare professionals and teams understand AI so they can make informed, confident decisions about when and how to use it.
Virgo AI
I founded Virgo AI, LLC to provide AI/ML education for healthcare organizations, graduate programs, and professional development contexts.
Most AI education starts with "here's how technology works."
I start with "here's the foundation, and here's what it means."
My teaching approach is rooted in plain language and clinical assessment principles, because if you can't explain something, you don't really understand it. And because evaluating AI appropriateness IS a clinical assessment:
What is AI, and can it truly add value?
What does AI do well and what does it not do well?
Where is the right place for it in our organization?
Can we use it ethically?
Is this workflow is genuinely ripe for transformation?
How can we design the right metrics to improve our models over time?
What's your ground truth? What are your business goals? What does your data actually look like? AI is only as good as what it learns from and the feedback we give it.
Who needs to trust this? Clinicians? Compliance officers? Patients? Auditors? Trust requirements shape everything, from explainability to audit trails to what "good" actually means.
What constraints matter? HIPAA? SOC2? FDA? Budget? Timeline? Team capability?
I teach you how to work through these questions systematically with your goals in mind.
Sometimes the answer is "yes, you should use AI and here's how to approach it." Sometimes it's "not yet, address these gaps first." Sometimes it's "AI isn't the right solution, there are better approaches."
I don't sell you anything, except the ability to understand AI and evaluate what you need.
Why This Approach
I have an MS in Health Data Science with deep experience in supervised and unsupervised machine learning. I've worked 12 years as a registered nurse and >20 years building software, including HIPAA/SOC2 compliant systems.
I'm an adjunct professor teaching Applied Medical Statistics, Quantitative Methods, and R for Analysts. I don't just use these tools: I teach how they work, when they fail, and why your 95% accuracy model might still be useless in production.
I understand confusion matrices, bias-variance tradeoffs, cross-validation, and the statistical foundations beneath the APIs. I know what "production-ready" means in regulated environments because I've designed it, built it, and taught it.
I teach healthcare teams to navigate AI with the same rigor I bring to clinical practice and systems design.
Let's Connect
Want to bring AI/ML education to your healthcare organization, graduate program, or professional development team?
Message me on LinkedIn, Book a meeting with me, or call Virgo AI at 1-339-234-7551.
I look forward to connecting with you!
Kyle P. Klain MS BSN RN
AI/ML & Statistics Educator for Healthcare
Founder, Virgo AI LLC
