Program 2023 - McMedHacks

McMedHacks 2023 Program
(10:30 AM – 12:30 PM Eastern Daylight Time of the following dates)

Week 0 (June 5-9): Prep Week

Title: Introduction to Python
- Type: Self-Learning Module
Title: Object-oriented programming with Python
- Type: Self-Learning Module
Title: Scientific programming with Python
- Type: Self-Learning Module

Week 1 (June 10-16): Introduction to Classical Machine Learning

Seminar (Saturday, June 10)

Title: Opening Ceremony
- Type: Live Session
- Speakers: Dr. Shirin Abbasinejad Enger and Dr. Stine Korreman

Workshops (Sunday, June 11)

Title: Introduction to Classical machine learning (Live Session)
- Type: Live Session
- Speaker: TBD
Title: Classical Machine Learning: A case study gradient boosting machine
- Type: Self Learning Module
Title: Introduction to Image Processing: Image IO and image transformations
- Type: Self Learning Module

Week 2 (June 17-23): Deep Learning fundamentals for Image Processing

Seminar (Saturday, June 17)

Workshop (Sunday, June 18)

Title: Deep Learning : Model training and evaluation
- Type: Live Session
- Speaker: TBD
Title: Fundamentals of Image (Pre-)Processing: Quality Assurance Prior to Deep Learning Model Training
- Type: Self Learning Module

Week 3 (June 24-30): Deep Learning segmentation

Seminar (Saturday, June 24th)

Workshop (Sunday, June 25th)

Title: Fully Supervised Medical Image Segmentation
- Type: Live Session
- Speakers: TBD
Title: Deep learning framework (PyTorch): Tensors and Autograd
- Type: Self Learning Module

Week 4 (July 1-7): Transfer Learning for Medical Imaging

Seminar (Saturday, July 1st)

Workshops (Sunday, July 2nd)

Title: Transfer learning in medical Imaging
- Type: Live Session
- Speaker: TBD
Title: Deep learning framework (PyTorch): Implement your own image classifier
- Type: Self Learning Module
Title: Deep learning framework (PyTorch): Transfer learning for designing your own image classifier
- Type: Self Learning Module

Week 5 (July 8-14): Self-Supervision

Seminar (Saturday, July 8th)

Title: Natural Language Processing in Medicine
- Type: Live Session
- Speakers: TBD

Workshops (Sunday, July 9th)

Title: Self-Supervision
- Type: Live Session
- Speakers: TBD
Title: Deep learning framework (PyTorch): Tensorboard & Pytorch Lightning (extra resources)
- Type: Self Learning Module

Week 6 (July 15-21): Introduction to Natural Language Processing (NLP)

Seminar (Saturday, July 15th)

Workshop (Sunday, July 16th)

Title: Natural Language Processing
- Type: Live Session
- Speakers: TBD

Week 7 (July 22-28): Transformers

Seminar (Saturday, July 22nd)

Workshops (Sunday, July 23rd)

Week 8 (July 29-August 4): Model Generalizability

Seminar (Saturday July 29th)

Workshop (Sunday July 30th)

Week 8 (August 5): Closing Ceremony

Seminar (Saturday, August 5th)