Eikosstatistics & data science

Machine Learning & Artificial Intelligence · Medical AI & Healthcare Imaging

Medical artificial intelligence: natural language processing and large language models in healthcare

Public introduction · full guide in Eikos

Introduction

What this guide covers

Introduction High Specialty Technical-Clinical Treatise

Overview

Topics covered

  • Introduction
  • Medical AI: Natural Language Processing and LLMs in Health
  • Unique Challenges of Clinical Language and Historical Evolution
  • Ontologies, Medical Terminologies and Knowledge Graphs
  • 2.1 UMLS (Unified medical language system)
  • 2.2 SNOMED clinical terms (SNOMED-CT)

Related concepts

Main connections

  • Vector embeddings & latent space
  • Linear algebra & matrices
  • Self-attention & Transformer architectures
  • Supervised machine learning
  • Mean & expected value
  • Variance & standard deviation

Compatible notation

Mathematical sample in LaTeX

The expression is rendered accessibly, with its LaTeX source preserved below.

Bacterial Lobar Pneumonia⊑pneumonia⊓∃tieneAgenteCausal.Bacteria⊓∃sitioHallazgo.Lung lobe
View LaTeX source\text{Bacterial Lobar Pneumonia} \sqsubseteq \text{pneumonia} \sqcap \exists \text{tieneAgenteCausal}.\text{Bacteria} \sqcap \exists \text{sitioHallazgo}.\text{Lung lobe}