Fundamentals of Computer Science
Introduction
Presentation
Computer science has become an integral part of surgical world. Computer vision and machine learning systems are used exensively for image acquisition, robotics and clinical support. In this module we are going to be exploring computer science tools and machine learning techniques that are widely used in surgical data science.
8
lessons
6
speakers
03:25
hours
721
followers
Objectives
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.
33 min
Adit Murali
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.
41 min
Sanat Ramesh
Introduction to Machine Learning
This lesson introduces basic concepts and common algorithms of Machine Learning.
Speaker's Bio
24 min
Rupak Bose
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.
30 min
Tobias Czempiel
Introduction to PyTorch
This lesson aims at introducing students to PyTorch one of the main frameworks for developing deep learning methods.
33 min
Vinkle Srivastav
Introduction to Surgical Workflow Analysis
This lesson will help students explore and understand state-of-the-art methods for workflow analysis in surgical videos.
31 min
Vinkle Srivastav
Segmentation
In this lesson students will dive into algorithms and approaches for the segmentation tasks in the surgical video domain.
12 min
Deepak Alapatt
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You have reached the end of Module 2.
1 min