Free Resources

• ACR: Informatics e-Learning Hub - Lessons to Help You Bring AI to Practice

• Artificial Intelligence Tutorial for Beginners: Learn Basics of AI

• Fast-AI Training Modules

• I3 SIIM (Society Imaging Informatics in Medicine)

  • All inclusive introduction to imaging informatics - resident level, self-paced
    

  • Access through SIIMU (must create/have SIIM account)

Other Resources

• ACR DSI Use Cases (Interpretive ad Non-Interpretive)

  NIIC-RAD (RSNA+SIIM): fundamentals of imaging informatics

  • Scholarships available

• AI with Python: Tutorials

  • How to Build a Neural Network & Make Predictions

  • AI with Python

• Coursera (pay for credit, audit for free)

  • AI for Medicine specialization: AI for medical diagnosis, prognosis, and treatment

  • AI in Healthcare specialization: fundamentals of machine learning for healthcare, evaluations of AI applications in healthcare

  • Deep learning specialization: introduction to neural networks, deep learning, and convolutional neural networks

Advanced Modules

• RSNA Imaging AI Certificate (pay for credit)
  • Six modules to learn hot to safely evaluate, deploy, monitor and use AI algorithms within their practice 
    
• SIIM
  • Clinical data informatics (CDI) video series (free)
  • Clinical practice
  • Medical Imaging Data
  • AI and Data Science
  • SIIM AI webinars (free student membership)
  • HIMSS-SIIM webinars (free student membership)
  • SIIM Partner webinars (free student membership)
• ACR Informatics eLearning Hub (free) 
  • Basics of AI
  • Bringing AI to Practice
  • Data Sharing
  • Government Regulation and AI
  • Mentoring AI Algorithms

Interested in coding?

• Fast.ai (pay for credit, audit for free)
  • Practical deep learning for coders
  • Part 2: Deep learning from the foundations
• Coursera (pay for credit, audit for free)
  • Machine Learning (w/ Andrew Ng)
  • Deep learning specialization: introduction to neural networks, deep learning, and convolutional neural networks
  • Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
• Code Academy (pay for credit) (“Beginner” below, advanced available)
  •  Python
    • Code Academy Learn Python
      
    • Code Academy Learn Python 3
• Udemy (pay for credit)
  • Python in 3 Hours (intermittent sales)

Additional resources

• SIIMcast podcasts: Practical Imaging Informatics Series
• ACR AI Journal Club - live and recorded
• Blogs
  • SIIM
  • ACR DSI
• RSNA Online Learning Center
• Artificial Intelligence for Clinicians (AI4C)
• Introduction to Informatics - Radiology Workflow
• ACR Data Science Institute
  • This site is intended to provide easy-to-access, detailed information regarding FDA cleared AI medical products that are related to radiology and other imaging domains
• RSNA’s Imaging AI Certificate
  •  On-demand AI education for the mainstream radiologist. The RSNA Imaging AI Certificate program blends a case-based curriculum with practical application and delivers a pathway for all radiologists—even those who don’t consider themselves tech savvy—to understand how to leverage AI for their practice and careers.