Source: https://www.linkedin.com/feed/update/urn%3Ali%3AugcPost%3A6887774955019276288
BOOK: #Computer Age #Statistical #Inference: #Algorithms, #Evidence and #Data #Science: #Download Book in PDF: https://lnkd.in/ebU5Hwms : https://lnkd.in/ePb6pGfa :
Authors Bradley Efron & Trevor Hastie:
Massachusetts Institute of Technology AI Faculty-SME Executive Guide: https://lnkd.in/eknKzm5
Princeton University Presentations: ModelRiskArbitrage.com:
3 Key Lessons That Will Determine #Success or #Failure
1. #Know the #Math (#Data, #Algorithms, #Models).
2. More Importantly, Know the #Limitations of the #Math.
3. Most Importantly, Apply #Intuition to Fill Those #Gaps.
#WhySystemsFail:
Beyond #AI #Hype: Beyond #Data #Models #Algorithms:
AI-ML-DL Failures: #Causality, #Interpretability, #Sustainability:
SSRN 84 Top-10 R&D Rankings: https://lnkd.in/gFn4Vm2
Read Bradley Efron’s attached paper to recognize why #ArtificialIntelligence #MachineLearning #DeepLearning #DataScience #Systems #Failures occur given reliance on #Correlation rather than #Causation, and #Fragile, #Uninterpretable, #Unsustainable #Models that can blow-up outside controlled lab environments in real world messes. Contemporary #AI #ML #DL #PurePrediction #Algorithms [ #Blackbox #DataMining https://lnkd.in/ezMxFdtA ] such as #NeuralNets, #DeepLearning, #Boosting, #SVM #SupportVectorMachine, #RandomForests, etc. have drawbacks as contrasted with [#Science, #Theory, #Models driven] #Traditional #Regression #Methods such as #OLS #OrdinaryLeastSquares & #Logistic #Regression.
#AI #ML #DL #Quant #Cyber #Crypto #Quantum #Risk #Computing
#Time #Space #Complexity #QuantumUncertainty:
Where R&D-Practices Need to Advance: https://lnkd.in/esuMHr3N: https://lnkd.in/eRicX9eh :
Building #SmartMinds Using #SmartTools Smartly™: Making AI-Cyber-Quantum Work Better™: As Pioneer of Human-Centered AI-Quantum-Uncertainty R&D: https://lnkd.in/gcp_yHe :
#PlugAndChug use of #Data #Models #Algorithms
oblivious of #ComputerScience #Maths #Statistics #Probability and #IT #Systems & #Dynamics #foundations results in #Systems #Failures across #Enterprises, #Banking-#Finance, #Defense-#Space and other #Dynamic #Environments #Domains. Doing so blew up global economies in the #Global #Financial #Crisis and can blow up the human civilization: [e.g. #Bulletin of the #Atomic #Scientists: 2020 #Doomsday #Clock #Closer: https://lnkd.in/enZdb6uq ].
Our Focus: #Building #Resilient & #Sustainable #Systems
We bridge the #silos of #Statistics #Data #Modeling and #ComputerScience #Algorithms by lessons learned from #SocioTechnical domains such as #Quantitative #Finance #Models building a #Dynamic #Systems #Culture as the Pioneer of global #Complex #Adaptive #Systems practices since the beginning of WWW as reviewed by The Wall Street Journal & The New York Times.
We create the Digital Future™: https://lnkd.in/di8AFd5Y:
And You Can Too https://lnkd.in/esk8PEp
Global Risk Management Network LLC: Silicon Valley-Wall Street-Pentagon-Global Digital CEOs Networks:
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