Beyond “Why ML Models Fail To Perform As Expected”: “What You Can Really Do About It”: . . .

Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A6858560743277690880

Beyond Why ML Models Fail To Perform As Expected: What You Can Really Do About It: All #Models Are #Wrong. Hence we are pioneering Global #ModelRiskManagement & #ModelRiskArbitrage #Practices:
#Model #Risk #Management #Arbitrage #ModelRisk:

#AI #ML #DL #Cyber #Crypto #Quantum #Risk #Computing

Princeton University Presentations: #Princeton #Conferences sponsored by Princeton Bendheim Center for Finance, Citadel, Goldman Sachs, Susquehanna International Group, LLP (SIG) etc.: ModelRiskArbitrage.com :

2018 Princeton University #ArtificialIntelligence, #MachineLearning & #DeepLearning #RiskManagement & #Controls: Beyond Deep Learning and #GenerativeAdversarialNetwork’s #GAN’s: #ModelRiskManagement in AI, Machine Learning & Deep Learning: Princeton Presentations in AI-ML #Risk #Management & #Control #Systems:
https://lnkd.in/e_7sqj4 :

2016 Princeton University Beyond #ModelRiskManagement to #ModelRiskArbitrage for #FinTech Era: How to Navigate ‘Uncertainty’ When ‘#Models’ Are ‘#Wrong’ And #Knowledge’ ‘Imperfect’!: https://lnkd.in/dJ-Gnxx:

2015 Princeton University #Risk #Modeling for #Managing #Uncertainty in Increasingly #Non-#Deterministic #Cyber #World:
https://lnkd.in/eyP9Npd:

#StateOfNewYork #AI #ML #DL #CyberSecurity #Conference:
Sponsors: #NewYorkState #Governor & #NewYorkState #CIO:

2021 NYS Office of Information Technology Services: #C4I-#Cyber #Command & #Control #Supremacy: Why It’s More Critical Than #AI & #Quantum #Supremacy: Security in Post-#COVID #Virtual Era Beyond #Data, #Models, #Algorithms:
https://lnkd.in/gNviMFz:

2019 NYS Office of Information Technology Services: #AI-#MachineLearning #Augmentation and #Cybersecurity: Why #Smart #Minds Using #Smart #Tools Are Critical for #Minimizing #Risks:
https://lnkd.in/e-ZVNxE:

2016 NYS Office of Information Technology Services: Why #Cybersecurity #Risk #Analytics Must Evolve to Survive 90% of Emerging #Cyber #Financial #Threats: Advancing Beyond ‘#Predictive’ to ‘#Anticipatory#Risk #Analytics:
https://lnkd.in/ePrQxJe:

2015 #NewYorkState #CyberSecurity & #Engineering #Technology #Association: Toward Integrated #Enterprise #RiskManagement, #Model #RiskManagement & #Cyber-#Finance #Risk #Management: Bridging #Networks, #Systems and #Controls #Frameworks:
https://lnkd.in/dsEQNKF :

2019 CFA Institute: CFA Society Rochester: Advancing #HedgeFund #Chief #Investment #Officer Practices: #Model #Risk #Management with #AutoMachineLearning #AutoML: J.P. Morgan Goldman Sachs Practices Case Studies:
https://lnkd.in/eECH92x:

2015 State Street: #Catastrophic #Risk #Modeling for #Risk #Strategy #Execution: #Extreme #Risk #Models & #Methods: #Cyber #Finance to #Cyber #Warfare #Risk #Modeling for Managing #Exponential #Uncertainty & #Complexity in Increasingly #NonDeterministic #Cyberspace:
https://lnkd.in/eM2ABCj:

More: https://lnkd.in/gFn4Vm2:
AIMLExchange.com: BRINT.com: C4I-Cyber.com

Beyond "Why ML Models Fail To Perform As Expected": "What You Can Really Do About It": All #Models Are #Wrong. Hence we are pioneering Global #ModelRiskManagement & #ModelRiskArbitrage #Practices: #Model #Risk #Management #Arbitrage #ModelRisk: #AI #ML #DL #Cyber #Crypto #Quantum #Risk #Computing Princeton University Presentations: #Princeton #Conferences sponsored by Princeton Bendheim Center for Finance, Citadel, Goldman Sachs, Susquehanna International Group, LLP (SIG) etc.: ModelRiskArbitrage.com : 2018 Princeton University #ArtificialIntelligence, #MachineLearning & #DeepLearning #RiskManagement & #Controls: Beyond Deep Learning and #GenerativeAdversarialNetwork's #GAN's: #ModelRiskManagement in AI, Machine Learning & Deep Learning: Princeton Presentations in AI-ML #Risk #Management & #Control #Systems: https://lnkd.in/e_7sqj4 : 2016 Princeton University Beyond #ModelRiskManagement to #ModelRiskArbitrage for #FinTech Era: How to Navigate ‘Uncertainty’ When ‘#Models’ Are ‘#Wrong’ And #Knowledge’ ‘Imperfect’!: https://lnkd.in/dJ-Gnxx: 2015 Princeton University #Risk #Modeling for #Managing #Uncertainty in Increasingly #Non-#Deterministic #Cyber #World: https://lnkd.in/eyP9Npd: #StateOfNewYork #AI #ML #DL #CyberSecurity #Conference: Sponsors: #NewYorkState #Governor & #NewYorkState #CIO: 2021 NYS Office of Information Technology Services: #C4I-#Cyber #Command & #Control #Supremacy: Why It’s More Critical Than #AI & #Quantum #Supremacy: Security in Post-#COVID #Virtual Era Beyond #Data, #Models, #Algorithms: https://lnkd.in/gNviMFz: 2019 NYS Office of Information Technology Services: #AI-#MachineLearning #Augmentation and #Cybersecurity: Why #Smart #Minds Using #Smart #Tools Are Critical for #Minimizing #Risks: https://lnkd.in/e-ZVNxE: 2016 NYS Office of Information Technology Services: Why #Cybersecurity #Risk #Analytics Must Evolve to Survive 90% of Emerging #Cyber #Financial #Threats: Advancing Beyond '#Predictive' to '#Anticipatory' #Risk #Analytics: https://lnkd.in/ePrQxJe: 2015 #NewYorkState #CyberSecurity & #Engineering #Technology #Association: Toward Integrated #Enterprise #RiskManagement, #Model #RiskManagement & #Cyber-#Finance #Risk #Management: Bridging #Networks, #Systems and #Controls #Frameworks: https://lnkd.in/dsEQNKF : 2019 CFA Institute: CFA Society Rochester: Advancing #HedgeFund #Chief #Investment #Officer Practices: #Model #Risk #Management with #AutoMachineLearning #AutoML: J.P. Morgan Goldman Sachs Practices Case Studies: https://lnkd.in/eECH92x: 2015 State Street: #Catastrophic #Risk #Modeling for #Risk #Strategy #Execution: #Extreme #Risk #Models & #Methods: #Cyber #Finance to #Cyber #Warfare #Risk #Modeling for Managing #Exponential #Uncertainty & #Complexity in Increasingly #NonDeterministic #Cyberspace: https://lnkd.in/eM2ABCj: More: https://lnkd.in/gFn4Vm2: AIMLExchange.com: BRINT.com: C4I-Cyber.com
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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.