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AI Resource Directory

Contents

Please get in touch if you have any resources you think we should add to this page!

  1. Courses index – useful AI courses
  2. Videos index – a useful set of videos
  3. Books, papers and other guidance
  4. AI Opportunities – find and advertise AI related opportunities

1. Courses Index

I. Introduction to AI Fundamentals

Radiologist Targeted, UK

RCR Blended Learning Course

Paid course comprising a one-day workshop with prior interactive modules, specifically designed for radiologists, offering a blend of theoretical knowledge and practical application.

British Institute of Radiology, AI essentials webinar series

Free series of six sets of lectures providing an introduction to AI with introductions to governance, implementation, clinical use, bias, and additional topics.

Radiologist Targeted, International

European Society of Radiology (ECR) Courses

Paid set of educational resources, often including hands-on workshops and expert lectures, covering AI fundamentals and applications in radiology.

American College of Radiology (ACR) Courses

Search “ACR AI education” on the ACR website (acr.org). The ACR provides online modules, webinars, and educational sessions at their annual meeting, focusing on AI principles and clinical applications.

Offers a wide range of AI material, some of which is geared towards the practical implementation of AI into the workflow of a radiology department.

Healthcare Professional Targeted

AI in Healthcare and Medicine (Udemy)

Interactive online course providing a broad overview of AI in healthcare, including machine learning concepts and applications in various medical domains. Self-paced learning.

Artificial Intelligence in Healthcare (Stanford University, Coursera)

Online, paid ($79) self-paced learning. This course is designed by a Stanford University team, and covers the fundamentals of AI and its application to healthcare. It provides a solid foundation in the concepts and potential of AI in medical settings.

NHS Digital Academy Learning Programmes

The NHS Digital Academy offers various learning programmes related to digital transformation, including aspects of AI in healthcare. These programs aim to equip healthcare professionals with the necessary digital skills.

II. Introduction to AI Deployment and Governance

Radiologist Targeted, UK

British Institute of Radiology, AI essentials webinar series (Governance aspects)

As mentioned earlier, this series includes dedicated sessions on AI governance, addressing ethical considerations, regulatory frameworks, and practical aspects of implementation.

NIHR Imaging Group AI Workshops

Free series of videos from workshops on Data Curation, Deployment and Post Market Surveillance in AI held between 2023-2024.

2. Video Playlist

I. Introduction to AI Fundamentals

Overview – What is Artificial Intelligence, Machine Learning, Deep Learning and Generative AI?
What is a neural network?An interactive neural network can be found on the associated website
Applied example – CNN for medical image analysis
What are Large Language Models?
What are the different types of AI model?

II. Introduction to AI Deployment and Governance

What regulations do I need to know about?

3. Books, Papers and Other Guidance Index

I. Introduction to AI Fundamentals

Coming soon…

II. Introduction to AI Deployment and Governance

National Institute for Health and Care Excellence (NICE) Evidence Standards Framework for Digital Health Technologies

NICE provides guidelines and frameworks for evaluating digital health technologies, including AI-powered tools. Understanding these frameworks is crucial for responsible AI deployment. This information is key to understanding the standards that AI within the NHS must adhere to.

Information Commissioner’s Office (ICO) Guidance on AI

Summary: The ICO offers guidance on data protection and AI, covering topics such as algorithmic transparency, fairness, and accountability. This is critical for ensuring ethical and legal compliance in AI deployment.

Royal College of Physicians (RCP) AI resources

The RCP provides resources and publications that deal with the ethical and practical implementation of AI within healthcare. Many documents focus on governance, and the safe deployment of AI.

AI Opportunities

NHS Digital Academy Programme Fellowship in Clinical AI

A 12-month, part-time programme that runs alongside clinical work, training clinicians in the use of AI in real NHS healthcare settings. It combines project-based learning with teaching on AI fundamentals, regulation, validation, integration.

Please contact the RLL team to advertise any AI-related opportunities for radiologists.

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