Machine Learning & Artificial Intelligence · Medical AI & Healthcare Imaging

Medical Artificial Intelligence: Deep Learning and Computer Vision

Public introduction · full guide in Eikos

Introduction

What this guide covers

Introduction // ADVANCED CLINICAL ARTIFICIAL INTELLIGENCE

Overview

Topics covered

  • Introduction
  • Deep Learning and Computer Vision in Medicine
  • Introduction to Medical AI and Clinical Workflows
  • Physics of Image Modalities and Data Structure
  • Computed Tomography (CT)
  • Magnetic Resonance (MRI)

Related concepts

Main connections

  • Diagnostic test evaluation & ROC
  • Neural networks & deep learning
  • Supervised machine learning
  • Calculus & differentiation
  • Self-attention & Transformer architectures
  • Preprocessing pipelines & transform recipes

Compatible notation

Mathematical sample in LaTeX

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

I=I0exp(−∫Lμ(𝐱)d𝐱)
View LaTeX sourceI = I_0 \exp\left( -\int_{L} \mu(\mathbf{x}) \, d\mathbf{x} \right)