#AI #Performance: #Beyond #Data #Hardware #Software #Models: https://lnkd.in/gMGE. . .

Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A6949326390328528896

#AI #Performance#Beyond #Data #Hardware #Software #Models: https://lnkd.in/gMGEcune: Re: Andrew Ng: But, given advances in AI technology, these organizations should shift their focus from building the #right #model — a #software-focused approach — to focusing getting #good #data… we need the #AI to #learn using new #machinelearning #operations #MLOps #tools.

#MLOps: #RightModel to #GoodData: #Caveats:

#MIT #ComputerScience #AI Lab: #AI #ML #DL #NLP #RPA:
#Executive #Guide: https://lnkd.in/eknKzm5 :
#RealTime #AI #Business #Peformance: https://lnkd.in/ea5wsgu:

#Princeton: #MathIsFragile #UseCarefully:
#Beyond #Theory Lie #Real #Messes: https://lnkd.in/gi6p2mQB

#NYS: #Pentagon #JointChiefs: #AWS:
#BeyondAI: #SelfAdaptiveComplexSystems for
#QuantumUncertainty #TimeSpaceComplexity
https://lnkd.in/gUTcyDib

#NoRightModel: #AllModelsAreWrong All Models Are Wrong: #Adversarial #Markets: https://lnkd.in/eCBVJqZ: ALL #Data is about #Past and all #Decisions about #Future
Except
#Static & #Statistically #Normal #Linear #Environments: https://lnkd.in/e8M9Fmg,

What really matters in #Dynamic #Statistically #NonNormal #NonLinear #Environments: https://lnkd.in/eQc_gzw :

#Reference: World’s First #ComputerScience #NetworkSecurity #Financial #Engineering #Thesis on #Risk #Modeling #RiskManagement #Uncertainty #Management for #Dynamic #Statistically #NonNormal #NonLinear #Environments:
https://lnkd.in/eQc_gzw :

#RiskManagement for Extremely #Uncertain #Future:
#Bayesian #VaR #Models Advancing beyond #VaR #ModelRisks
Exposed by #GlobalFinancialCrisis: https://lnkd.in/eN56sAS :

The only #Constant used to be #Change… – Dr. Yogesh Malhotra

#AnticipationOfSurprise: #BeyondData #Driven #Prediction:
Goldman Sachs J.P. Morgan: FutureOfFinance.org: CFA Institute #Keynote: #AutoML #RiskModeling & #RiskManagement:
AIMLExchange.com/CFA/ :

Beyond #Lab-#Control #Environment:

#ModelRiskManagement:
Princeton University #Presentation: #ModelRiskManagement:
#Future of #Finance> #FlashBoys: #RiskModeling for Managing #Uncertainty in #NonDeterministic #Cyber #World: https://lnkd.in/eDE4UTr .

To #QuantumUncertainty

#ModelRiskArbitrage: #Adversarial #Uncertainty #Environments: #StateOfNewYork #Presentation: https://lnkd.in/eidSUPE :
#Princeton #University #Presentation: #ModelRiskArbitrage:
Beyond #Model #RiskManagement: #ModelRisk #Arbitrage for #FinTech Era: How to Navigate #Uncertainty When #Models Are ‘Wrong’ & #Knowledge‘Imperfect’!  https://lnkd.in/euWCMmX

#Human #Machine #Network #Centric #Computing: https://lnkd.in/gFn4Vm2:

#DoubleLoopLearning #Unlearn While You #Learn: To #Survive:
#Dynamic #Adversarial #Uncertainty: https://lnkd.in/et2wpKe .

#Reference: #MIT #Princeton #AI #FinTech #Quant #Cyber #Crypto #Quantum #SME: #SiliconValley VCs to #WallStreet #HedgeFunds to #DoD #Defense #Space #JointChiefs #CxO’s : https://lnkd.in/esk8PEp.

AWS Partner-NYS Cloud VC-PE: Silicon Valley-Wall Street-Pentagon: Global Risk Management Network LLC

#AI #Performance#Beyond #Data #Hardware #Software #Models: https://lnkd.in/gMGEcune: Re: Andrew Ng: "But, given advances in AI technology, these organizations should shift their focus from… | Dr. Yogesh Malhotra
#AI #Performance#Beyond #Data #Hardware #Software #Models: https://lnkd.in/gMGEcune: Re: Andrew Ng: "But, given advances in AI technology, these organizations should shift their focus from building the #right #model — a #software-focused approach — to focusing getting #good #data... we need the #AI to #learn using new #machinelearning #operations #MLOps #tools." #MLOps: #RightModel to #GoodData: #Caveats: #MIT #ComputerScience #AI Lab: #AI #ML #DL #NLP #RPA: #Executive #Guide: https://lnkd.in/eknKzm5 : #RealTime #AI #Business #Peformance: https://lnkd.in/ea5wsgu: #Princeton: #MathIsFragile #UseCarefully: #Beyond #Theory Lie #Real #Messes: https://lnkd.in/gi6p2mQB #NYS: #Pentagon #JointChiefs: #AWS: #BeyondAI: #SelfAdaptiveComplexSystems for #QuantumUncertainty #TimeSpaceComplexity https://lnkd.in/gUTcyDib #NoRightModel: #AllModelsAreWrong "All Models Are Wrong": #Adversarial #Markets: https://lnkd.in/eCBVJqZ: ALL #Data is about #Past and all #Decisions about #Future... Except #Static & #Statistically #Normal #Linear #Environments: https://lnkd.in/e8M9Fmg, What really matters in #Dynamic #Statistically #NonNormal #NonLinear #Environments: https://lnkd.in/eQc_gzw : #Reference: World's First #ComputerScience #NetworkSecurity #Financial #Engineering #Thesis on #Risk #Modeling #RiskManagement #Uncertainty #Management for #Dynamic #Statistically #NonNormal #NonLinear #Environments: https://lnkd.in/eQc_gzw : #RiskManagement for Extremely #Uncertain #Future: #Bayesian #VaR #Models Advancing beyond #VaR #ModelRisks Exposed by #GlobalFinancialCrisis: https://lnkd.in/eN56sAS : "The only #Constant used to be #Change..." - Dr. Yogesh Malhotra #AnticipationOfSurprise: #BeyondData #Driven #Prediction: Goldman Sachs J.P. Morgan: FutureOfFinance.org: CFA Institute #Keynote: #AutoML #RiskModeling & #RiskManagement: AIMLExchange.com/CFA/ : Beyond #Lab-#Control #Environment: #ModelRiskManagement: Princeton University #Presentation: #ModelRiskManagement: #Future of #Finance> #FlashBoys: #RiskModeling for Managing #Uncertainty in #NonDeterministic #Cyber #World: https://lnkd.in/eDE4UTr . To #QuantumUncertainty #ModelRiskArbitrage: #Adversarial #Uncertainty #Environments: #StateOfNewYork #Presentation: https://lnkd.in/eidSUPE : #Princeton #University #Presentation: #ModelRiskArbitrage: Beyond #Model #RiskManagement: #ModelRisk #Arbitrage for #FinTech Era: How to Navigate #Uncertainty When #Models Are ‘Wrong’ & #Knowledge‘Imperfect’!  https://lnkd.in/euWCMmX #Human #Machine #Network #Centric #Computing: https://lnkd.in/gFn4Vm2: #DoubleLoopLearning #Unlearn While You #Learn: To #Survive: #Dynamic #Adversarial #Uncertainty: https://lnkd.in/et2wpKe . #Reference: #MIT #Princeton #AI #FinTech #Quant #Cyber #Crypto #Quantum #SME: #SiliconValley VCs to #WallStreet #HedgeFunds to #DoD #Defense #Space #JointChiefs #CxO's : https://lnkd.in/esk8PEp. AWS Partner-NYS Cloud VC-PE: Silicon Valley-Wall Street-Pentagon: Global Risk Management Network LLC
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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.