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Beyond #BackPropagation and #StochasticGradientDescent #SGD: #MIT AI-Machine Learning Executive. . .

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Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A6612196963058282496

Beyond #BackPropagation and #StochasticGradientDescent #SGD:
#MIT AI-Machine Learning Executive Guide:
AIMLExchange.com/MIT/: https://lnkd.in/eknKzm5 :

Couple of years ago we reviewed the #Limitations of #BackPropagation and #StochasticGradientDescent algorithms, the main workhorses of #AI #ML, #DL.

Latest updates on #Limitations and #Alternatives for both:

#BackPropagation https://lnkd.in/e-W3UNe
#Limitations https://lnkd.in/eHttCe5
#Alternatives https://lnkd.in/eQmBtr6

#StochasticGradientDescent https://lnkd.in/eTHcTnz
#Limitations https://lnkd.in/eNHeYhW
#Alternatives https://lnkd.in/e3DskfF

So, regardless of whichever #algorithms or #models you use, #ModelRiskManagement is something worth paying attention to. Those more venturesome may like to advance further to #ModelRiskArbitrage that we pioneered recently continuing in the string of #DigitalTransformation #innovations started with beta of first WWW browser:
ModelRiskArbitrage.com .

Griffiss Institute AFRL Commercialization Academy Venture:
#AIMLExchange AIMLExchange.com We create the Digital Future™:
Enabling Global Digital CEO-CxO Teams Accelerate Performance & Minimize Risk:
In Knowing-Building-Monetizing™: AI-ML-Digital-Quant-Cyber-Crypto-Quantum:
Skills, Careers, Practices, Technologies, Teams & Ventures.

Just a moment...
machinelearningmastery.com
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Beyond #Drones to #CounterDrone & #CounterUAS #Swarm Technologies: #MIT. . . Previous post
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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