Machine Learning & Artificial Intelligence · Medical AI & Healthcare Imaging

Medical Artificial Intelligence · Acquisition, Structure, and Preprocessing of Biomedical Data

Public introduction · full guide in Eikos

Introduction

What this guide covers

Introduction Introduction Medical Artificial Intelligence · Advanced Clinical Data Science

Overview

Topics covered

  • Introduction
  • Data Acquisition, Structure and Preprocessing
  • Taxonomy of biomedical data and challenges of representativeness
  • Acquisition and structure of continuous physiological signals
  • 1. Sampling and the Nyquist-Shannon Constraint
  • 2. Quantization and Instrumental Noise

Related concepts

Main connections

  • Missing data & multiple imputation
  • Data privacy & differential privacy
  • Calculus & differentiation
  • Supervised machine learning
  • Linear algebra & matrices
  • Mean & expected value

Compatible notation

Mathematical sample in LaTeX

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

fs>2fmax
View LaTeX sourcef_s > 2 f_{\max}