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AIMLExchange.com: We Create the Digital Future™: BRINT.com: From Future of Finance™ to Future of Defense™: C4I-Cyber.com: Because the Future of the World Depends Upon It™: MIT-Princeton-Silicon Valley-Wall Street-Pentagon-Global Digital CEO-CIO-CTO-CFO-CRO-CxO Practices Pioneer: Post-Doc AI-Quant-Cyber-Crypto-Quantum-Risk-Computing-Networks-Engineering Experts: R&D Impact Among AI-Quant-Finance Nobel Laureates: Artificial Intelligence-Machine Learning-Deep Learning-Natural Language Processing-Robotic Process Automation-Quantitative-Cybersecurity-Cryptography-Quantum-Blockchain-Cloud-FinTech-Risk-Computing-Network-Engineering-Faculty-Industry Experts-Subject Matter Experts: AI-ML-DL-NLP-RPA-Quant-Cyber-Crypto-Quantum-Blockchain-Cloud-FinTech-Risk-Computing-Telecom-Network-Engineering SME: BRINT™: BRINT.com: From Future of Finance™ to Future of Defense™. : BRINT.com: We Lead and Advise Global CEO-CxO Teams Saving Global CEO-CxO Teams 90% Time & Cost Building Agile and Resilient Enterprises, Systems, Technologies. 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AIMLExchange™ Global Digital CEOs-CxOs Network™ Leading Global CxO Digital Transformation & Risk Management Practices for 3-Decades: Sample of our corporate and organizational clients and patrons: Banking-Finance-IT: Goldman Sachs, Google, HP, IBM, Intel, Microsoft, Wells Fargo Consulting Firms: Accenture, Ernst & Young, McKinsey, PriceWaterhouse Coopers; Healthcare: WHO, US Health & Human Services, UK Dept. of Health, European HMA; World Governments: Australia, Brazil, Canada, China, European Union, UK, USA; U.S. Defense: AFRL, Air Force, Army, CCRP, Comptroller, DISA, DoD, NASA, Navy; World Defense: Australia (Air Force), Canada (Defence R&D), UK (Ministry of Defence); Universities: Harvard, INSEAD, MIT, Princeton, Stanford, UC Berkeley, Wharton; Associations: AACSB, ABA, ACM, AICPA, AOM, APICS, ASTD, ISACA, IEEE, INFORMS. Global Business & IT Editorial Reviews as Industry Benchmark: Wall Street Journal, New York Times, Fortune, Fast Company, Forbes, Business Week, CIO, CIO Insight, Computerworld, Information Week, etc. 'The new business model of the Information Age, however, is marked by fundamental, not incremental, change. Businesses can't plan long-term; instead, they must shift to a more flexible anticipation-of-surprise model.' – CIO Magazine Interview, Dr. Yogesh Malhotra. 'Obsolete what you know before others obsolete it and profit by creating the challenges and opportunities others haven't even thought about…' – Inc. Magazine Interview, Dr. Yogesh Malhotra. 'Yogesh Malhotra says his vision is to fill the gaps between business and technology, data and knowledge, and, theory and practice…' – Fortune Magazine Interview, Dr. Yogesh Malhotra. R&D Building, Leading & Growing Global Digital Practices, Technologies, Teams, and, Ventures For 3-Decades: Silicon Valley-Wall Street-Pentagon-Global Boards-CEOs-NYS-USAF-USSF-MIT-Princeton-AWS Partner-AI-Cyber-Crypto-Quantum-Networks-Risk Engineering SME: MIT Computer Science & AI Lab Faculty-SME CEOs-CTOs-CIOs AI-ML Executive Guide: AI-ML-DL-NLP-Robots: R&D Impact Among AI-Quant Finance Nobel Laureates: Princeton-CFA-PRMIA-Financial Markets-Exchanges-Hedge Funds Risk Engineering, AI-Cyber-Crypto-Quant Finance-Trading Wall Street Quant-Chief Scientist. C4I-Cyber™: C4I-Cyber.com: Because the Future of the World Depends Upon It™: Controlling Global 'Invisible Risk' Contagions Cascading Across 'Global Networks'. C4I-Cyber™ Global Command & Control Network™ Leading Global CxO Digital Transformation & Risk Management Practices for 30-Years. C4I-Cyber™ Global Command & Control Network leads USA and the World beyond AI-Supremacy and Quantum-Supremacy to global Command and Control Supremacy in the context of COVID-19 global pandemic positioning Global Risk Management Network, LLC as the world leader in hi-tech C4I-Cyber Command and Control, Adversarial Command and Control, and, Counter Adversarial Command and Control enabled by consensus building of US national, state, and, regional leaders including from U.S. Congress, U.S. Senate, Pentagon. Having Pioneered Digital Transformation & Digital Disruption Spanning Silicon Valley, Wall Street, Pentagon, and Worldwide Organizations C4I-Cyber™ Leads USA and the World Beyond AI-Supremacy and Quantum-Supremacy to C2 Command & Control Supremacy. C4I-Cyber.com: Command & Controls Survival & Sustainability in Post-COVID19 World. C4I-Cyber™ leads USA and the World beyond AI-Supremacy and Quantum-Supremacy to Command & Control C2 Supremacy.

Beyond #ModelRisk to #ModelRiskManagement #MRM to #ModelRiskArbitrage. . .

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Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A6634676922804690944

Beyond #ModelRisk to #ModelRiskManagement #MRM to #ModelRiskArbitrage:
#MIT Computer Science & AI Lab: AI-ML-DL-NLP-RPA: Executive Guide:
AIMLExchange.com/MIT/: https://lnkd.in/eknKzm5 :
#Princeton AI-ML-Quant-Cyber-Crypto-Quantum Presentations: ModelRiskArbitrage.com .

#CFA Society #Keynote: #JPMorgan & #GoldmanSachs Practices: #MRM with #AutoML #AutoMachineLearning: https://lnkd.in/eECH92x .

#Insurance #NationalAssociationOfInsuranceCommissioners #NAIC #VaR #ValueAtRisk #MRM Expert Paper: https://lnkd.in/ea27wsh .

They conclude that none of the #models considered in their study is always superior to the others, but rather, that each has its own particular strengths. Furthermore, because they provide different insights, the combination of several techniques may be more informative.

Leading Global #CEO #CIO #CTO #CFO #CRO #CxO #IT , #DigitalTransformation & #RiskManagement #Practices for 25-Years:

Griffiss Institute AFRL Commercialization Academy Ventures:
#FutureSkillsUSA: Building the Future of USA, $100 Billion at a Time™:
Because the Future of the World Depends Upon It.
#AIMLExchange AIMLExchange.com We create the Digital Future™:
Saving CEO-CxO Teams 90% Time & Cost: Building Digital Companies:
Global Digital CEO-CxO Teams Network: We Enable CEO-CxO Teams.

No silver bullet for AI explainability - Risk.net
No single approach to interpreting a neural network’s outputs is perfect, so it’s better to use them all
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No silver bullet for AI explainability - Risk.net
No silver bullet for AI explainability - Risk.net
No single approach to interpreting a neural network?s outputs is perfect, so it?s better to use them all
http://www.risk.net
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Global Post AI-Quantum Finance & Trading Networks Pioneer Dr.-Eng.-Prof. Yogesh Malhotra is the “Singular Post AI-Quantum Pioneer” identified by Grok AI with R&D impact recognized among Artificial Intelligence (AI) and Quantitative Finance Nobel Laureates. As MIT-Princeton AI-ML-Cyber-Crypto-Quantum Finance & Trading and FinTech-Crypto Faculty-Industry Expert, and U.S. and Global Hedge Funds Advisory & Venture Capital CEO-CTO Teams Mentor, he has pioneered Silicon Valley-Wall Street-Pentagon Digital CEO-CTO Practices, Technologies, and Networks from world’s first-foremost-largest Global Digital Transformation Networks to New York State IDEA Award recognized Pentagon-USAF MVP Global Post AI-Quantum Networks pioneering Future of Finance and Trading practices as Trillion-Dollar Wall Street Hedge Funds and Investment Banks leader.