From: m1@m1.com   
      
   Hello...   
      
      
      
   More of my philosophy about artificial intelligence and about non-linear   
   regression..   
      
   I am a white arab from Morocco, and i think i am smart since i have also   
   invented many scalable algorithms and algorithms..   
      
      
   I think i am really smart, and i will talk to you more about my   
   interesting software project for mathematics, so my new software project   
   uses artificial intelligence to implement a generalized way with   
   artificial intelligence using the software that permit to solve the   
   non-linear "multiple" regression, and it is much more powerful than   
   Levenberg–Marquardt algorithm , since i am implementing a smart   
   algorithm using artificial intelligence that permits to avoid premature   
   convergence, and it is also one of the most important thing, and also   
   it will be much more scalable using multicores so that to search with   
   artificial intelligence much faster the global optimum, so i am   
   doing it this way to be really professional and i will give you a   
   tutorial that explains my algorithms that uses artificial intelligence   
   so that you learn from them.   
      
   And read my previous thoughts:   
      
   More of my philosophy about non-linear regression and more..   
      
   I think i am really smart, and i have just finished quickly the software   
   implementation of Levenberg–Marquardt algorithm and of the simplex   
   algorithm to solve non-linear least squares problems, but i have also   
   just implemented the PSO and genetic algorithm that permit to solve   
   non-linear least squares problems, and i will soon implement a   
   generalized way with artificial intelligence using the software that   
   permit to solve the non-linear "multiple" regression, but i have also   
   noticed that in mathematics you have to take care of the variability of   
   the y in non-linear least squares problems so that to approximate, also   
   the Levenberg–Marquardt algorithm (LMA or just LM) that i have just   
   implemented , also known as the damped least-squares (DLS) method, is   
   used to solve non-linear least squares problems. These minimization   
   problems arise especially in least squares curve fitting. The   
   Levenberg–Marquardt algorithm is used in many software applications for   
   solving generic curve-fitting problems. The Levenberg–Marquardt   
   algorithm was found to be an efficient, fast and robust method which   
   also has a good global convergence property. For these reasons, It has   
   been incorporated into many good commercial packages performing   
   non-linear regression. But my way of implementing the non-linear   
   "multiple" regression in the software will be much more powerful than   
   Levenberg–Marquardt algorithm, and of course i will share with you many   
   parts of my software project,   
   so stay tuned !   
      
      
   Thank you,   
   Amine Moulay Ramdane.   
      
   --- SoupGate-Win32 v1.05   
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