- This Literature & Resources subfolder is organized by subcategories (programmatically created from a
Zotero
library). - The aim is to collect relevant research papers and resources along with links and short descriptions about their relevance.
- The literature subcategories are inspired by the those of
Papers with Code
, see here. - Please note that they are neither collectively exhaustive, nor necessarily mutually disjoint and that I might adjust them over time.
- Since I am just starting out, many subfolders are still empty or even missing completely. I'll add more categories and content over time!
-
- A novel deep learning based framework for the detection and classification of breast cancer using transfer learning (July 1, 2019) 📖
- The benefits and harms of breast cancer screening: an independent review (2013-06) 📖
- European guidelines for quality assurance in breast cancer screening and diagnosis (2013) 📖
- Artificial intelligence for breast cancer detection in mammography and digital breast tomosynthesis: State of the art (June 9, 2020) 📖
- Artificial Intelligence: A Primer for Breast Imaging Radiologists (August 10, 2020) 📖
- Breast cancer incidence and mortality before and after implementation of the German mammography screening program (2020-08-01) 📖
- Deep learning in breast radiology: current progress and future directions (2021-01-15) 📖
- Deep Neural Networks Improve Radiologists’ Performance in Breast Cancer Screening (2019-03-19) 📖
- International evaluation of an AI system for breast cancer screening (2020) 📖
- nyukat/breast_cancer_classifier 💻
- Papers with Code - Breast Cancer Detection 📖
- Bibliography
-
Courses, Specializations and Workshops
- AI for Medicine (offered by deeplearning.ai via Coursera) 📖
- Evaluations of AI Applications in Healthcare (offered by Stanford via Coursera) 📖
- AI in Healthcare Capstone (offered by Stanford via Coursera) 📖
- Introduction to Clinical Data (offered by Stanford via Coursera) 📖
- Fundamentals of Machine Learning for Healthcare (offered by Stanford via Coursera) 📖
- AI in Healthcare Specialization (offered by Stanford via Coursera) 📖
- Introduction to Healthcare (offered by Stanford via Coursera) 📖
- Machine Learning for Healthcare (MIT 6.S897/HST.S53) 📖
- Learn to Utilize AI in Healthcare (Udacity) 📖
- Bibliography