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McMedHacks 2021 PyTorch Colab

McMedHacks is a first of its kind workshop to give hands-on experience 🧑‍💻 with Deep Learning in Medical Imaging using Python programming language. McMedHacks is an initiative by McGill community to democratize medical imaging using Deep Learning and bring together people from various backgrounds to solve various technical challenges using AI 🤖 in medical image analysis.

This repo contains the curation of resources of the workshops hosted by McMedHacks from June 21th - July 31st 2021. This repo will provide an opportunity to get access to the resources to those who might have missed an opportunity to attend this workshop. Also, since all the information is centralized in this single repository, it will be helpful to those who want to get a refresher at the amazing set of resources.

Workshops Schedule

Note: First go over the assignment and then try to solve the questions before heading towards the solution of that particular week

Week Date About Tutorials Assignment Solutions
Week-1 June 12th Intro to Python for deep learning Open In Colab Open In Colab Open In Colab
Week-2 June 19th Intro to deep learning Open In Colab Open In Colab Open In Colab
Week-3  June 25th Histopathology and image analysis Open In Colab Open In ColabOpen In Colab Open In ColabOpen In Colab
Week-4 July 3rd CT and semantic segmentation Open In Colab Open In Colab Open In ColabOpen In Colab Open In ColabOpen In Colab
Week-5  July 10th Ultrasound and instance segmentation Open In Colab Open In Colab Open In Colab
Week-6 July 16th MR and GAN-based segmentation Open In Colab Open In Colab Open In Colab Open In Colab Open In ColabOpen In Colab
Week-7  July 24th Multimodality and outcome prediction Open In Colab Open In Colab Open In Colab
Week-8 July 31st Closing ceremony Open In Colab Open In Colab Open In Colab