Deep Learning with PyTorch for Medical Image Analysis

Course content

  • Introduction
  • Crash Course: NumPy
  • Machine Learning Concepts Overview
  • PyTorch Basics
  • CNN – Convolutional Neural Networks
  • Medical Imaging – A short Introduction
  • Data Formats in Medical Imaging
  • Pneumonia-Classification
  • Cardiac-Detection
  • Atrium-Segmentation
  • Capstone-Project: Lung Tumor Segmentation
  • 3D Liver and Liver Tumor Segmentation
  • BONUS SECTION: THANK YOU!