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"AI is a mirror of us" Macomber
Explore AI opportunities: Discover what matters
Learn Intro to AI from Nvdia - on LinkedIn
AI for All: From Basics to GenAI Practice - https://lnkd.in/drnju4C7 Getting Started with AI - https://lnkd.in/dCAckqfF Generative AI Explained - https://lnkd.in/dDe5hBks 
Will this growth be realized? What do you think?
Engage in an in-depth conversation with the Internet's rich collective wisdom with either PI.AI or the ChatGPT app. An Overview of AI in Healthcare
Explore AI in Health at Univ of California
What is new in Digital Health AI?
Consider the promise and potential pitfalls AI Healthcare: Meet Dr. John Halamka and Dr. Eric Topol
Jobs of Tomorrow in the Era of AI - World Economic Forum
Bletchley Declaration AI - https://www.gov.uk/government/publications/ai-safety-summit-2023-the-bletchley-declaration/the-bletchley-declaration-by-countries-attending-the-ai-safety-summit-1-2-november-2023
What can AI do for you in Healthcare?
https://ai-med.io/ Learning all about AI - a compendium of resources and links
sites.google.com/uncc.edu/ai-education-workshop/resources 
Accenture AI Resources
www.accenture.com/us-en/insights/artificial-intelligence-summary-index 
FDA approved AI https://www.nature.com/articles/s41746-020-00324-0
Turing Test - Have a significant conversation with AI including multi-chain reasoning that convinces you it is human
Artifcial intelligence in healthcare
Applications, risks, and ethical and societal impacts Published by the EU - European Parliment 
Join in on Grand Rounds at UCSF on AI and ChatGPT
Thinking about AI in Healthcare 
Google AI Briefing at Google I/O
In a March 2023 research paper, OpenAI reports that “80% of the U.S. workforce could have at least 10% of their work tasks affected by the introduction of GPTs, while around 19% of workers may see at least 50% of their tasks impacted”
The Medical Futuist collection of Health AI resources
medicalfuturist.com/category/artificial-intelligence 
How will your career change due to generative AI?
See AI presentation from Accenture below Reimagine patient and health professional education!
What is Machine Learning in one minute?
Foundations for Focus on the Future - Ray Kurzweill
Getting Started with AI in Medicine
Enjoy the introductory video and explore current medical AI topics of conversation for Jan 2022 conference. ai-med.io/all-events/global-summits/aimed-22/ ai-med.io/ FDA announces - Priciples for Good ML practice
www.hcinnovationgroup.com/analytics-ai/artifical-intelligence-machine-learning/news/21244594/fda-introduces-principles-for-good-machine-learning-practice AI with a Heart - AI for the Heart
newsnetwork.mayoclinic.org/discussion/trial-demonstrates-early-ai-guided-detection-of-heart-disease-in-routine-practice/ Artificial Intelligence Enables Rapid COVID-19 Lung Imaging Analysis at UC San Diego Health
https://health.ucsd.edu/news/releases/Pages/2020-04-07-artificial-intelligence-enables-rapid-covid-19-lung-imaging-analysis.aspx#.Xo3irxKaznc.linkedin Thank you to Angelina Cordaro, NU MSHI alumni and UCSD Health Technical Project Manager, for sharing this and working in this related area to contribute. Reinventing healthcare operations with AI
oliveai.com/ Use of Robotic Process Automation and an AI Workforce CDS - Clinical Decision Support - How might CDS and AI work together?
Do you know the basics of CDS? www.nature.com/articles/s41746-020-0221-y Gartner webinar - https://www.gartner.com/en/webinars/3841064/lifting-the-fog-around-ai-and-advanced-analytics-in-healthcare
Foundations of Data Science - https://www.edx.org/professional-certificate/berkeleyx-foundations-of-data-science Learning Google Tensor Flow https://developers.google.com/machine-learning/crash-course/first-steps-with-tensorflow/video-lecture Python - Scroll down to Learn Python 1 hour video below. Download and learn Python and use Pycharm Learn more about it - ML/NLP/Python medium.com/machine-learning-in-practice/over-200-of-the-best-machine-learning-nlp-and-python-tutorials-2018-edition-dd8cf53cb7dc Analytics - HIMSS AMAN Model - https://www.himssanalytics.org/amam
Not really sure about AI and the Future of AI? Meet Ray Kurzweil https://en.wikipedia.org/wiki/Ray_Kurzweil Director of Engineering at Google, Author, and introduced as Thomas Edison of our day Note - first half of talk is looking back and being encouraged with global progress and the talk ends with an AI focus and Neural Networks. This is if you want to start learning how this can be done as well as what. "What Is a Neural Network?It’s a technique for building a computer program that learns from data. It is based very loosely on how we think the human brain works." https://playground.tensorflow.org/#activation=tanh&batchSize=10&dataset=circle®Dataset=reg-plane&learningRate=0.03®ularizationRate=0&noise=0&networkShape=4,2&seed=0.00188&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false Amazon bought Health Navigator - Wonder why? Check this out - https://www.healthnavigator.com/index.html
Health IT/AI - https://www.healthcareitnews.com/news/health-leaders-ramp-ai-investments-confidence-technology-grows Alphabet/Google in healthcare AI - listen to NPR Podcast https://www.npr.org/sections/health-shots/2019/04/22/712778514/google-searches-for-ways-to-put-artificial-intelligence-to-use-in-health-care Forbes AI - Making a difference behind the scenes https://www.forbes.com/sites/forbesfinancecouncil/2020/02/10/three-ways-ai-and-ml-are-making-a-difference-in-healthcare-behind-the-scenes/#77aef5f63e0e AI Health Innovation Use Case https://healthitanalytics.com/news/top-12-artificial-intelligence-innovations-disrupting-healthcare-by-2020 AI - Artificial/Augmented Intelligence
The play Hamilton shared at the time of the American Revolution,
"Look around, Look around... Remind me of what you are looking for... I'm looking for a mind at work... " "History is happening... " Yes, history is happening right now in AI - - evolution - revolution - revelation... |
"Mayo today has an algorithm that detects pancreatic cancer at stage zero, when it is treatable, on average, two years before any human radiologist can see it.” Click here for other AI innovations at Mayo: John Halamka Mayo Clinic 2025
Many today in healthcare ignore and fear AI. What if your loved one was now diagnosed when treatable? AI is not just about data, it is about people.
Links - Big Tech - AI Insights
AI at Mayo Clinic (includes audio)
"AI adoption in healthcare is outpacing existing clinical workflows, workforce training, and hospital infrastructure, necessitating a total transformation of healthcare across the entire sector. Gianrico Farrugia, M.D. President and CEO at Mayo Clinic Nov 2024
National Academy of Medicine and UCSD on Heatlhcare AI - Full seminat 2025
AI - World Economic Forum - link to resources for AI in Healthcare
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AI in Healthcare - News
HIMSS TV - AI Digital Checkup
Roundtable on AI in Healthcare
Podcast conversation created with Google Notebook AI from the report follows below
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Reimagine Health with AI
A Crach Course in AI: Univ of Michigan
Federal Government Purchasing Guidelines for Gen AI
www.gsa.gov/about-us/newsroom/news-releases/gsa-releases-generative-ai-acquisition-resource-gu-04292024 Mayo Clinic Blog - John Halamka/Paul Cerrato
Getting Started with AI - The Basics in a few Videos
Continue below
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See the Future: Reimagine our Health
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AI Healthcare -Peter Lee/Reid Hoffman -
Do not know them? Meet them here, then consider why this matters! Consider the significance of AI. All of us as digital citizens are parents to help guide its rich collective capabilities.
Meet Mustafa Sullyman - Founder of Inflection AI and PI.AI
Society of Mind - Meet Marvin Minsky,AI founder- 2 min
Learn about the Mayo Clinic Platform and use of AI
https://www.mayoclinicplatform.org/blog/ Did you know Generative AI is built into Epic?
AI in Healthcare
Meet Dr. John Halamka from Mayo Clinic Economic Potential of AI - McKinsey
https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/the-economic-potential-of-generative-ai-the-next-productivity-frontier "The AI in Healthcare Market is projected to grow from USD 14.6 Billion in 2023 to USD 102.7 Billion by 2028; it is expected to grow at a CAGR of 47.6% during the forecast period." according to GlobalNewsWire
ChatGPT Potential Medical Use Cases
https://medicalfuturist.com/6-potential-medical-use-cases-for-chatgpt/ Is ChatGPT Reliable? Reliability of Medical Information Provided by ChatGPT: Assessment Against Clinical Guidelines and Patient Information Quality Instrumentpubmed.ncbi.nlm.nih.gov/37389908/#:~:text=Internal%20consistency%20of%20the%20answers,to%20available%20static%20internet%20information.
Anthology of AI Perspectives
unlocked.microsoft.com/ai-anthology/ Meet Dr. Eric Topol and Discuss AI in Healthcare
A successful Silicon Valley Investors view? Do you think AI can help save the world? Or not? What do you think?
Palantir - AI in Healthcare - 5 min from one commercial software industry partner perspective - what do you think?
NEJM Grand Rounds-Dr. Peter Lee on GPT-4
Using Data from Epic - note as of 2023, nearly half of US Hospital beds are managed through information systems using Epic
See how Vanderbilt uses Epic - https://www.vumc.org/vclic/data-resources Click to set custom HTML
Above image posted on LinkedIn by Bertalan Meskó, MD, PhD Director of The Medical Futurist Institute May 2023
Foundations of AI - Consciousness - talks at Google
Command Centers for Healthcare - Powered by Data
www.gehccommandcenter.com/videos/your-hospitals-command-center-decision Quality Dashboards - Presenting Information -
National Library Medicine www.ncbi.nlm.nih.gov/pmc/articles/PMC7153077/ What about AI and Nutrition?Amazon Transcribe Medical - AI Medical Audio
Automatic Speech Recognition (ASR) -> Natural language processing/understanding Running Johns Hopkins Hospital with Dashboard/Analytics
Dr Avi Mehra's list posted on Linkin June 2023
Generative AI Explained 🔵 Generative AI Explained (Article by IBM Research) 🔵 What are Generative AI Models (Video by IBM Technology) 🔵 Watsonx - Generative AI for Business (IBM) 🔵 What is Generative AI (Article by McKinsey & Company) 🔵 Introduction to Generative AI (Video by Google Cloud) Generative AI in Healthcare - Articles, Videos and more 🟢 ChatGPT: Will it Transform the World of Healthcare. An interesting virtual panel discussion (Chaired by Dr. Bob Wachter) 🟢 What does Generative AI mean for healthcare (STAT News) 🟢 Attention is not all you need: the complicated case of ethically using large language models in healthcare and medicine (Lancet article) 🟢 Med-PaLM 2 and other Health AI Research Updates from Google 🟢 Medical Uses of ChatGPT (Video by The Medical Futurist) 🟢 WHO urges caution over Generative AI use in Healthcare (Techmonitor) 🟢 Large Language Models and Software as a Medical Device (MHRA blog post) 🟢 Comparing Physician and Artificial Intelligence Chatbot Responses to Patient Questions Posted to a Public Social Media Forum (JAMA Article) 🟢 How to get ChatGPT regulated as a medical device Other resources on Generative AI 🟣 A curated list of modern Generative Artificial Intelligence projects and services (Github) 🟣 What every CEO should know about Generative AI (Mckinsey) 🟣 AI's New Creative Streak Sparks a Silicon Valley Gold Rush (Wired) 🟣 Generative AI: A Creative New World (Sequoia) 🟣 ChatGPT Heralds an Intellectual Revolution (Wall Street Journal) 🟣 Thoughts on AI with Microsoft CEO Satya Nadella 🟣 Five Big Takeaways from Europe’s AI Act (MIT Technology Review) Amazon HealthLake and Intersystems -
note Intersystems runs under Epic, VA, DOD, Meditech, and other health systems Pathways—a new AI architecture from Google
Open AI - GPT - 3
https://openai.com/blog/gpt-3-apps/ Crosing the Chasm: from Coding to Caring
Quatables "Machines will not replace physicians, but physicians using AI will soon replace those not using it. Antonio Di Ieva "We need to move the narrative away from AI as imitating humans and focus on Useful Machine Intelligence that complements humans and provides value to society." Zoubin Ghahramani "Some people are optimists, some are pessimists, I aim to be a possibilist." Linda Travis Macomber
Internet of Healthcare - Olive/Wakefield
olive_-_wakefield_ai_research_report_findings_summary.pdf Discover Emerging Practices in Healthcare AI - A National University MS Health Informatics grad student project by Jose Gerardo
Enjoy exploring and traveling via this blog portal to the future jgerardo2093.wixsite.com/emerging-health-ai "Foundations of Data Science Intro - 45 min lecture"
"You want a revolution? I want a revelation." the character Angelica states about American revolutionary times in the play Hamilton. AI technology is at such a historic moment in time and progressing at an exponentially accelerating pace. As for AI, technology, and human health, will the 21st century may bring times of revelation?
https://www.analyticsinsight.net/advancement-in-artificial-intelligence-humanmachine-collaboration/ Interested in a much much deeper dive?
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Consider the following questions
as you explore this AI Film Festival.
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You can get an introduction through resources like Kaggle to begin to explore this growing area
Python - https://www.kaggle.com/learn/python Intro to SQL - https://www.kaggle.com/learn/intro-to-SQL Machine Learning - https://www.kaggle.com/learn/intro-to-machine-learning Deep Learning/Tensor Flow - https://www.kaggle.com/learn/deep-learning Learn more - www.kaggle.com/learn/overview |
In the NewsHarvard Business Review - hbr.org/2018/05/10-promising-ai-applications-in-health-care
IBM - www.ibm.com/watson/health/ CBINsights/Google - www.cbinsights.com/research/report/google-strategy-healthcare/ Medcitynews - medcitynews.com/2019/07/operational-and-clinical-applications-of-ai-in-healthcare/ Healthcare.AI - https://www.youtube.com/watch?time_continue=3&v=i8CQ8Ud0HN0 Rapidly expanding list of references - en.wikipedia.org/wiki/Artificial_intelligence_in_healthcare |
Analytic Companies/Systems
https://www.denodo.com/en https://:www.orbita.ai https://video.informatica.com/detail/video/5777092042001 Other - https://en.wikipedia.org/wiki/Artificial_intelligence_in_healthcare Is the World Ready for AI - Talks at Google youtu.be/nI_JEqnsgc4 https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4341817/ |
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© 2011-2024 Linda Travis Macomber