#AI #Performance: #Beyond #Data #Hardware #Software #Models:””#MIT #ComputerScience &…

Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A6826611986441273344

#AI #Performance: #Beyond #Data #Hardware #Software #Models:
#MIT #ComputerScience & #AI Lab: #AI #ML #DL #NLP #RPA: #Executive #Guide: https://lnkd.in/eknKzm5 :
#Executing for #RealTime #Business #Peformance Not Limited by #Data #Hardware #Software #Models: https://lnkd.in/ea5wsgu :

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, which clearly illustrates the concepts we need the AI to learn, and using new machine learning operations (MLOps) tools.”

#Caveats:

There is #NoRightModel: #AllModelsAreWrong “All Models Are Wrong”: #Adversarial #Markets: https://lnkd.in/eCBVJqZ: ALL #Data is about #Past and all #Decisions about #Present & #Futures… Unless you are situated in #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 the [Now, Extremely] #Uncertain #Future:
Bayesian #VaR #Models Advancing beyond #VaR #ModelRisks
Exposed by the #GlobalFinancialCrisis: https://lnkd.in/eN56sAS :
“The only Constant used to be Change… Even it is not Constant anymore….” – Dr. Yogesh Malhotra.

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

#ModelRiskManagement for #Lab / #Controlled Environments:
Princeton University #Presentation: #ModelRiskManagement:
#Future of #Finance Beyond #FlashBoys: #RiskModeling for Managing #Uncertainty in Increasingly #NonDeterministic #Cyber #World: https://lnkd.in/eDE4UTr .

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

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

You Need to #Unlearn As Rapidly as You #Learn Given #RadicalDiscontinuousChange #Environments: #High #Uncertainty: https://lnkd.in/et2wpKe .

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

Global Risk Management Network LLC: AI-ML-Cyber-Crypto-Quantum-Risk-Computing

Share this post
Avatar photo

Silicon Valley's 'Next Big Thing': "Do Something Epic: Save the World™": "Venture capitalist Roger McNamee recently implored Silicon Valley to embrace human-driven social networks that empower rather than exploit users as the Next Big Thing. Having pioneered such networks, we were invited to guide Silicon Valley three decades or so ago on building Digital enterprises for the Wild Wild Web*. Today, we are ready to again lead Silicon Valley to further advance human-driven technologies in collaboration with the AFRL..." - Dr. Yogesh Malhotra, Founder, AWS-Quantum Valley™: BRINT.com Know-Build-Monetize™ Networks: YM-ABC™: YogeshMalhotra.com: AIMLExchange.com : BRINT.com : C4I-Cyber.com