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https://github.com/pwenker/ai_and_health
Literature & Resource Collection for AI/ML in Healthcare and Medicine.
https://github.com/pwenker/ai_and_health
artificial-intelligence healthcare machine-learning medicine
Last synced: 30 days ago
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Literature & Resource Collection for AI/ML in Healthcare and Medicine.
- Host: GitHub
- URL: https://github.com/pwenker/ai_and_health
- Owner: pwenker
- Created: 2021-03-26T10:26:07.000Z (almost 4 years ago)
- Default Branch: main
- Last Pushed: 2021-05-16T20:43:24.000Z (over 3 years ago)
- Last Synced: 2024-12-08T00:06:05.783Z (about 1 month ago)
- Topics: artificial-intelligence, healthcare, machine-learning, medicine
- Homepage: https://pwenker.com/ai_and_health
- Size: 756 KB
- Stars: 9
- Watchers: 1
- Forks: 5
- Open Issues: 0
-
Metadata Files:
- Readme: readme.md
Awesome Lists containing this project
README
| | AI & Health |
| --- | --- |
| Project | [](https://github.com/pwenker/ai_and_health)  
| Activity & Issue Tracking |  [](https://github.com/pwenker/ai_and_health/issues?q=is%3Aopen+is%3Aissue) [](https://github.com/pwenker/ai_and_health/issues?q=is%3Aissue+is%3Aclosed) |
| Docs | [](https://pwenker.com/ai_and_health) [](https://pwenker.com/ai_and_health/knowledge/) [](https://pwenker.com/ai_and_health/literature/) |
| News & Updates | [](https://twitter.com/PascalWenker) [](https://github.com/pwenker)|
# Artificial Intelligence & Healthcare - Research Folder
:construction: Research has just started! Come back in a few weeks for more content! :construction:
## Warning
I have **no medical training/education** and I am **not an expert in this research field**.
## Project Purpose
- As a proponent of the [effective altruism](https://en.wikipedia.org/wiki/Effective_altruism) movement, and being driven to use *AI for Good*, I created this repository to learn about the opportunities and challenges of *Machine Learning/Artificial Intelligence in Healthcare and Medicine*.
- By open-sourcing this repository I hope others may benefit who are similarly starting out doing research in this field!
## Overview
1. There is a [**literature and resources**](docs/literature/readme.md) subfolder organized by subcategories (programmatically created from a [`zotero`](https://www.zotero.org/) library) that contains relevant research papers and other resources along with metadata and a short description about their relevance.
2. There is also a [**knowledge**](docs/knowledge/readme.md) folder containing notes and summaries of papers that I have read more thoroughly (e.g. because they contain foundational knowledge).
## How to Contribute
- Most of the content you see here is programmatically exported from somewhere else. So please don't try to create a pull request, but instead open an issue and tell me there what you want to have added or changed! I'm happy to hear about important resources, tools, or research papers that I have missed so far!
- Don't hesitate to share any (constructive) criticism! I love to learn and would be glad If I could use your feedback to improve the quality of this resource collection!
## How to Support
If this project provides some value to you, I'd be happy if you do any of the following:
- Contribute to this project (see above).
- Share this project with anyone who might find it useful as well.
- Pay it forward: do something good for someone else. If you need some ideas, take a look at [GiveWell](https://www.givewell.org/).
## Table of Contents
### Literature & Resources
* [AI Health](docs/literature/ai_health.md#ai-health)
* [Bibliography](docs/literature/ai_health.md#bibliography)
* [Breast Cancer Detection](docs/literature/breast_cancer_detection.md#breast-cancer-detection)
* [A novel deep learning based framework for the detection and classification of breast cancer using transfer learning (July 1, 2019) 📖](docs/literature/breast_cancer_detection.md#a-novel-deep-learning-based-framework-for-the-detection-and-classification-of-breast-cancer-using-transfer-learning-july-1-2019-book)
* [The benefits and harms of breast cancer screening: an independent review (2013-06) 📖](docs/literature/breast_cancer_detection.md#the-benefits-and-harms-of-breast-cancer-screening-an-independent-review-2013-06-book)
* [European guidelines for quality assurance in breast cancer screening and diagnosis (2013) 📖](docs/literature/breast_cancer_detection.md#european-guidelines-for-quality-assurance-in-breast-cancer-screening-and-diagnosis-2013-book)
* [Artificial intelligence for breast cancer detection in mammography and digital breast tomosynthesis: State of the art (June 9, 2020) 📖](docs/literature/breast_cancer_detection.md#artificial-intelligence-for-breast-cancer-detection-in-mammography-and-digital-breast-tomosynthesis-state-of-the-art-june-9-2020-book)
* [Artificial Intelligence: A Primer for Breast Imaging Radiologists (August 10, 2020) 📖](docs/literature/breast_cancer_detection.md#artificial-intelligence-a-primer-for-breast-imaging-radiologists-august-10-2020-book)
* [Breast cancer incidence and mortality before and after implementation of the German mammography screening program (2020-08-01) 📖](docs/literature/breast_cancer_detection.md#breast-cancer-incidence-and-mortality-before-and-after-implementation-of-the-german-mammography-screening-program-2020-08-01-book)
* [Deep learning in breast radiology: current progress and future directions (2021-01-15) 📖](docs/literature/breast_cancer_detection.md#deep-learning-in-breast-radiology-current-progress-and-future-directions-2021-01-15-book)
* [Deep Neural Networks Improve Radiologists’ Performance in Breast Cancer Screening (2019-03-19) 📖](docs/literature/breast_cancer_detection.md#deep-neural-networks-improve-radiologists-performance-in-breast-cancer-screening-2019-03-19-book)
* [International evaluation of an AI system for breast cancer screening (2020) 📖](docs/literature/breast_cancer_detection.md#international-evaluation-of-an-ai-system-for-breast-cancer-screening-2020-book)
* [nyukat/breast_cancer_classifier 💻](docs/literature/breast_cancer_detection.md#nyukatbreast_cancer_classifier-computer)
* [Papers with Code - Breast Cancer Detection 📖](docs/literature/breast_cancer_detection.md#papers-with-code---breast-cancer-detection-book)
* [Bibliography](docs/literature/breast_cancer_detection.md#bibliography)
* [Courses, Specializations and Workshops](docs/literature/courses,_specializations_and_workshops.md#courses-specializations-and-workshops)
* [AI for Medicine (offered by deeplearning.ai via Coursera) 📖](docs/literature/courses,_specializations_and_workshops.md#ai-for-medicine-offered-by-deeplearningai-via-coursera-book)
* [Evaluations of AI Applications in Healthcare (offered by Stanford via Coursera) 📖](docs/literature/courses,_specializations_and_workshops.md#evaluations-of-ai-applications-in-healthcare-offered-by-stanford-via-coursera-book)
* [AI in Healthcare Capstone (offered by Stanford via Coursera) 📖](docs/literature/courses,_specializations_and_workshops.md#ai-in-healthcare-capstone-offered-by-stanford-via-coursera-book)
* [Introduction to Clinical Data (offered by Stanford via Coursera) 📖](docs/literature/courses,_specializations_and_workshops.md#introduction-to-clinical-data-offered-by-stanford-via-coursera-book)
* [Fundamentals of Machine Learning for Healthcare (offered by Stanford via Coursera) 📖](docs/literature/courses,_specializations_and_workshops.md#fundamentals-of-machine-learning-for-healthcare-offered-by-stanford-via-coursera-book)
* [AI in Healthcare Specialization (offered by Stanford via Coursera) 📖](docs/literature/courses,_specializations_and_workshops.md#ai-in-healthcare-specialization-offered-by-stanford-via-coursera-book)
* [Introduction to Healthcare (offered by Stanford via Coursera) 📖](docs/literature/courses,_specializations_and_workshops.md#introduction-to-healthcare-offered-by-stanford-via-coursera-book)
* [Machine Learning for Healthcare (MIT 6.S897/HST.S53) 📖](docs/literature/courses,_specializations_and_workshops.md#machine-learning-for-healthcare-mit-6s897hsts53-book)
* [Learn to Utilize AI in Healthcare (Udacity) 📖](docs/literature/courses,_specializations_and_workshops.md#learn-to-utilize-ai-in-healthcare-udacity-book)
* [Bibliography](docs/literature/courses,_specializations_and_workshops.md#bibliography)
* [Covid-19 Diagnosis](docs/literature/covid-19_diagnosis.md#covid-19-diagnosis)
* [Bibliography](docs/literature/covid-19_diagnosis.md#bibliography)
* [Datasets](docs/literature/datasets.md#datasets)
* [beamandrew/medical-data 💻](docs/literature/datasets.md#beamandrewmedical-data-computer)
* [Papers with Code - Machine Learning Datasets - Medical 📖](docs/literature/datasets.md#papers-with-code---machine-learning-datasets---medical-book)
* [Bibliography](docs/literature/datasets.md#bibliography)
* [Drug Discovery](docs/literature/drug_discovery.md#drug-discovery)
* [Bibliography](docs/literature/drug_discovery.md#bibliography)
* [Electrocardiography](docs/literature/electrocardiography.md#electrocardiography)
* [Bibliography](docs/literature/electrocardiography.md#bibliography)
* [General Research Resources](docs/literature/general_research_resources.md#general-research-resources)
* [Mathpix Snip 📖](docs/literature/general_research_resources.md#mathpix-snip-book)
* [Anki - powerful, intelligent flashcards 📖](docs/literature/general_research_resources.md#anki---powerful-intelligent-flashcards-book)
* [Zotero | Your personal research assistant 📖](docs/literature/general_research_resources.md#zotero--your-personal-research-assistant-book)
* [Connected Papers | Find and explore academic papers 📖](docs/literature/general_research_resources.md#connected-papers--find-and-explore-academic-papers-book)
* [ShortScience.org - Making Science Accessible! 📖](docs/literature/general_research_resources.md#shortscienceorg---making-science-accessible-book)
* [Papers with Code - The latest in Machine Learning 📖](docs/literature/general_research_resources.md#papers-with-code---the-latest-in-machine-learning-book)
* [Google Scholar 📖](docs/literature/general_research_resources.md#google-scholar-book)
* [Bibliography](docs/literature/general_research_resources.md#bibliography)
* [Medical Diagnosis](docs/literature/medical_diagnosis.md#medical-diagnosis)
* [Bibliography](docs/literature/medical_diagnosis.md#bibliography)
* [Medical Image Segmentation](docs/literature/medical_image_segmentation.md#medical-image-segmentation)
* [Bibliography](docs/literature/medical_image_segmentation.md#bibliography)
* [Other Resource Collections and Guides](docs/literature/other_resource_collections_and_guides.md#other-resource-collections-and-guides)
* [isaacmg/healthcare_ml 📖](docs/literature/other_resource_collections_and_guides.md#isaacmghealthcare_ml-book)
* [kakoni/awesome-healthcare 💻](docs/literature/other_resource_collections_and_guides.md#kakoniawesome-healthcare-computer)
* [Bibliography](docs/literature/other_resource_collections_and_guides.md#bibliography)
* [Software and Code](docs/literature/software_and_code.md#software-and-code)
* [HealthCatalyst/healthcareai-r 💻](docs/literature/software_and_code.md#healthcatalysthealthcareai-r-computer)
* [Project-MONAI/MONAI 💻](docs/literature/software_and_code.md#project-monaimonai-computer)
* [Bibliography](docs/literature/software_and_code.md#bibliography)
* [Surveys, Reviews, and Foundations](docs/literature/surveys,_reviews,_and_foundations.md#surveys-reviews-and-foundations)
* [Big Data and Machine Learning in Health Care (April 3, 2018) 📖](docs/literature/surveys,_reviews,_and_foundations.md#big-data-and-machine-learning-in-health-care-april-3-2018-book)
* [A Review of Challenges and Opportunities in Machine Learning for Health (2020-5-30) 📖](docs/literature/surveys,_reviews,_and_foundations.md#a-review-of-challenges-and-opportunities-in-machine-learning-for-health-2020-5-30-book)
* [Bibliography](docs/literature/surveys,_reviews,_and_foundations.md#bibliography)
### Knowledge
* [AI in Healthcare Specialization - Introduction to Healthcare](docs/knowledge/ai_in_healthcare_specialization_-_introduction_to_healthcare.md#ai-in-healthcare-specialization---introduction-to-healthcare)
* [Ai In Healthcare](docs/knowledge/ai_in_healthcare_specialization_-_introduction_to_healthcare.md#ai-in-healthcare)
* [Introduction To Healthcare](docs/knowledge/ai_in_healthcare_specialization_-_introduction_to_healthcare.md#introduction-to-healthcare)
* [Module 1](docs/knowledge/ai_in_healthcare_specialization_-_introduction_to_healthcare.md#module-1)
* [Overview And Key Challenges](docs/knowledge/ai_in_healthcare_specialization_-_introduction_to_healthcare.md#overview-and-key-challenges)
* [Module 2](docs/knowledge/ai_in_healthcare_specialization_-_introduction_to_healthcare.md#module-2)
* [Physician Practices And Physician Payments](docs/knowledge/ai_in_healthcare_specialization_-_introduction_to_healthcare.md#physician-practices-and-physician-payments)
* [Module 3](docs/knowledge/ai_in_healthcare_specialization_-_introduction_to_healthcare.md#module-3)
* [Hospitals And Payment Systems](docs/knowledge/ai_in_healthcare_specialization_-_introduction_to_healthcare.md#hospitals-and-payment-systems)
* [Module 4](docs/knowledge/ai_in_healthcare_specialization_-_introduction_to_healthcare.md#module-4)
* [Intermediaries And Health Care Financing](docs/knowledge/ai_in_healthcare_specialization_-_introduction_to_healthcare.md#intermediaries-and-health-care-financing)
* [Module 5](docs/knowledge/ai_in_healthcare_specialization_-_introduction_to_healthcare.md#module-5)
* [Healthcare Products And Prescription Drugs](docs/knowledge/ai_in_healthcare_specialization_-_introduction_to_healthcare.md#healthcare-products-and-prescription-drugs)
* [A Review of Challenges and Opportunities in Machine Learning for Health](docs/knowledge/a_review_of_challenges_and_opportunities_in_machine_learning_for_health.md#a-review-of-challenges-and-opportunities-in-machine-learning-for-health)
* [Artificial Intelligence](docs/knowledge/a_review_of_challenges_and_opportunities_in_machine_learning_for_health.md#artificial-intelligence)
* [Health](docs/knowledge/a_review_of_challenges_and_opportunities_in_machine_learning_for_health.md#health)
* [Overview](docs/knowledge/a_review_of_challenges_and_opportunities_in_machine_learning_for_health.md#overview)
* [Breast cancer incidence and mortality before and after implementation of the German mammography screening program](docs/knowledge/breast_cancer_incidence_and_mortality_before_and_after_implementation_of_the_german_mammography_screening_program.md#breast-cancer-incidence-and-mortality-before-and-after-implementation-of-the-german-mammography-screening-program)
* [Artificial Intelligence](docs/knowledge/breast_cancer_incidence_and_mortality_before_and_after_implementation_of_the_german_mammography_screening_program.md#artificial-intelligence)
* [Health](docs/knowledge/breast_cancer_incidence_and_mortality_before_and_after_implementation_of_the_german_mammography_screening_program.md#health)
* [Breast Cancer](docs/knowledge/breast_cancer_incidence_and_mortality_before_and_after_implementation_of_the_german_mammography_screening_program.md#breast-cancer)
* [Deep Neural Networks Improve Radiologists' Performance in Breast Cancer Screening](docs/knowledge/deep_neural_networks_improve_radiologists'_performance_in_breast_cancer_screening.md#deep-neural-networks-improve-radiologists-performance-in-breast-cancer-screening)
* [Artificial Intelligence](docs/knowledge/deep_neural_networks_improve_radiologists'_performance_in_breast_cancer_screening.md#artificial-intelligence)
* [Health](docs/knowledge/deep_neural_networks_improve_radiologists'_performance_in_breast_cancer_screening.md#health)
* [Breast Cancer](docs/knowledge/deep_neural_networks_improve_radiologists'_performance_in_breast_cancer_screening.md#breast-cancer)