Validation of AI model



İDuyKy Nguyen, PhD EE @unitethc.com
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DuyKy Nguyen posted on Linked In on 2024-10-21

  Dear my LI fellow First and foremost Ihave no idea why this post appear with the mileading title "new proposal of sinplified stucture of AI system"!!?? I also done such work and do have such document but not ready to post as it may cause some unwanted impact on AI community Just want more time to validate my new structure It is realy embarrassing if the new structure with bad fearure as the current one ??!! God bless USA and bless me to find new structure along with new training algorithm done in eye blink with hidden layer of 4 millions Nodes[ no Activate function per its ZERO deivative as analized in the document] the training done in 0.87 second I did try with 4 billion but Octave outof memory on my w7-64 bit with 32 G RAM !!?? So I'm more than willing to release new such structure to US AI authority for the sake of USA competitiveness in AI hopefully to make sure USA in the forefront of AI development for national interest As a serious Control professional where system identification and validation sis the very first task required to be done this working attitude in my blood in very long time I'm glad to have done some kind of this kind of task for AI system based on my limit calculus background To the best of my knowledge It probably the very first work in this trend Hopefully it start new wave of action in this trend rather just taking for grant and start something seriously on something not validated yet . It's not professional at all in doing so I truely do offer my sincere apology if I may hurt feeling of somebody in any way But if I were not then I feel guilty to my self and also the next generation so I have 3 articles for this purpose to get around so many LI rpost estrictions I have to to put put on my personal page hopefully it's understandable https://lnkd.in/g9ivrGBv Math_of_AI dkn_optimiz04 Octave Programming Calculus My Calculus https://lnkd.in/grDCK5Sy https://lnkd.in/gEYz2ygn https://lnkd.in/gPegnCnb Octave programming should be read first as a tool to have some kind of simulation for fun Also have my note on calculus it is very old stuff but nobody care to simplify But I found some college student painfully struggling with it so I wrote this note https://lnkd.in/gkHg5Xau Absolutely nothing new but comprehensive, painless and compact presented in an unified way from limit to derivative up to Laplace transform to solve differential equation but no integral to compute volume and the such this can be easily using numerical method on Octave That's why I'm now 70 retired after 2 strokes and not fully recovered but keep study new stuff Sincerely appreciate if I got your help in showing your successful AI training using Activate function I've been quite aware it work with such function But all sudden I failed using it in my simulation of training and found the root cause is its ZERO derivative