To help clinical experts understand computer science tools and machine learning methods
Python Basics 1
This lesson aims at introducing students to basic concepts of Python programming which is the common language for scientific research nowaday.
Python Basics 2
This lesson is a continuation to Python Basics 1. The lesson aims to introduce concepts and tools for image and video processing using OpenCV library.
Introduction to Machine Learning
This lesson introduces basic concepts and common algorithms of Machine Learning.
Learning from Images with Convolutions
This lesson introduces students to the most common deep learning approach: convolutional neural networks in the context of endoscopy videos.
Introduction to PyTorch
This lesson aims at introducing students to PyTorch one of the main frameworks for developing deep learning methods.
Introduction to Surgical Workflow Analysis
This lesson will help students explore and understand state-of-the-art methods for workflow analysis in surgical videos.
In this lesson students will dive into algorithms and approaches for the segmentation tasks in the surgical video domain.
Apply for SDS Summer School
The application period for attending the 2023 Summer School onsite is now closed. Thank you for your understanding.
You have reached the end of Module 2.