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Explainable AI (XAI)

Explainable AI (XAI)

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 Machines are replacing humans to program software, using deep learning to tackle some of the world's most pressing issues. This automation could turbocharge every industry. But in order to trust it, we need to understand how it works. On this episode of Market Hunt, we chat with Sheldon Fernandez, CEO of DarwinAI.Check out the Ie-Knowledge Hub Video Case Studies on the International Entrepreneurship Knowledge Hub.Questions or feedback on our episode? Get in touch with show host Thierry Harris: thierry.harris@cartouchemedia.com Episode Research Question:To what fields could you apply artificial intelligence to and how would you go about commercializing it?Write to us at solutions@ie-knowledgehub.ca and we'll post some of your answers on our website page.Guest bio:  Sheldon FernandezSheldon Fernandez is the CEO of DarwinAI. He is a seasoned executive and respected thought leader in the technical and enterprise communities. Throughout his career, he has applied emerging technologies such as Artificial Intelligence to the enterprise. First, in his capacity as CTO at Infusion, the company he founded out of Waterloo with five partners that grew to 700 people. Then subsequently, at Avanade, the organization that acquired Infusion in March of 2017. Now, Sheldon is the CEO at DarwinAI, the explainable AI company that enables enterprises to build AI they can trust. Since 2017 DarwinAI’s solutions have been leveraged in a variety of enterprise contexts, including in advanced manufacturing and industrial automation. Within healthcare, DarwinAI’s technology resulted in the development of Covid-Net, an open source system to diagnose Covid-19 via chest x-rays.Alongside his work as CEO at DarwinAI, Sheldon is also an accomplished author and speaker. He has spoken at numerous conferences in numerous contexts, including Singularity University and MIT technology conference, and has written technical books and articles on many topics. Through his career, Sheldon has coupled his entrepreneurial endeavors with non-technical pursuits, resulting in an interdisciplinary approach that is critical to the intelligent application of AI.  In addition to his BASc in Computer Engineering from the University of Waterloo, he completed a Master’s degree in theology at the University of Toronto with thesis work in neuroscience and metaethics and also pursued creative writing at Oxford University.Episode Links:Artificial Intelligence / Machine Learning / Explainable AI (XAI)Explainable AIDeep learningExplainable AI -   How system reaches its decisionsDeep learning Market PotentialComputer Military historyComputer Consumer historyWindows Application softwareMicrosoft AI newsGoogle as a utility - Ohio CaseUniversal IncomeOntario Basic Income pilot projectRoadblocks to AI adoptionData BiasAI gender biasAI ethnicities biasAI sexual orientation biasCovid impact on economic inequalityUS capitol insurrectionImpact of misinformationCanada universal broadband fund (UBF)Growing Canada’s Innovation EconomyInnovation Economy Council Report #1 - IP a symptom, not a cause for Canada’s failure to scaleInnovation Economy Council Report #2 - Beyond PatentsDarwinAIDarwinAIGensynth PlatformCovid-NetDarwinAI focus - manufacturingDarwinAI focus - healthcareAlexander Wong - Canada Research Chair in AISheldon Fernandez Further readingSheldon Fernandez on AI ExplainabilitySheldon Fernandez on Deep LearningSheldon Fernandez NVIDIA Pitch for DarwinAISheldon Fernandez on GO gameArticle on ethics: Volunteer work in KenyaArticle on technology’s butterfly effect and advice for would be entrepreneursArticle on the significance of AlphaGo experiment and artificial consciousnessBook: The promise of Artificial Intelligence, Brain Cantwell SmithA very informative and captivating read on second wave AI.  The final paragraph gives a sense of its philosophical flavor:Where does that leave us? We should be humbled by [second wave] AI’s inadequacy, given the depth of the insights on which it was based. We should be cautious about the successes of second-wave AI, mindful of its limitations and restrictions. But mostly we should stand in awe of the capacity of the human mind, and of the achievements of human culture, in having developed registrational strategies, governing norms, ontological commitments, and epistemic practices that allow us to comprehend and go to bat for the world as the world.Companies / Institutions / People discussedAvanadeCogiscanUniversity of WaterlooCVPR EuropeCreative Destruction Lab TorontoY CombinatorAeponyxShopifyLightspeedApplyBoardElement AISuzanne GrantCanadian Advanced Technology AllianceMicrosoftBill GatesAmazonGoogleGAFAMsIBMFacebookGreta ThurnbergFrançois MonetteShow Credits:Market Hunt is produced by Cartouche Media in collaboration with Seratone Studios in Montreal and Popup Podcasting in Ottawa. Market Hunt is part of the International Entrepreneurship Knowledge Hub network.  Funding for this program comes from the ...
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