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Thank you for your comment, more engineering/ PINNS will come... for now Please see the following Video about solving PINNS using DeepXDE Library : th-cam.com/video/L31aueuRCF8/w-d-xo.html Also you can see the following as an intro about the topic: th-cam.com/video/EfnSNz1egbw/w-d-xo.html
Yes you can do such thing just calculate the losses of these equations in one sum of loss that need to be minimized by the Neural network. Note that you need to equal the equations to zero and equal the right side of them to the loss value of that equation.
@@antoninigiulio PINNs can Generalize the solution that is training a network to get an answer very fast in time if you like you can check DeepONets and Inverse_PINNs videos it can show you how PINNs can be used in more practical ways.
![Physics Informed Neural Networks (PINNs) [Physics Informed Machine Learning]](http://i.ytimg.com/vi/-zrY7P2dVC4/mqdefault.jpg)
I am thanks also for this video
I would like to thank you so much for your efforts, GOD bless you ♥♥♥
Thank God bless you too. 🌺
thank you so much for providing this useful information
Glad it was helpful!
Hope you can enjoy our courses in our Podia platform:
Apply "A320" Coupon to get a 25% discount, the first 100 students will get such discount.
www.courses.machinedecision.com/
so great! could you tell me the python and pytorch version
Please watch the video we have about matching pytorch and python to make it work.
Wonderful Video 2:56
Need more informative content on it... ❤
Thank you for your kind comment I will make more PINNs videos.
make more video on pinns
Thank you for your comment, more engineering/ PINNS will come... for now
Please see the following Video about solving PINNS using DeepXDE Library :
th-cam.com/video/L31aueuRCF8/w-d-xo.html
Also you can see the following as an intro about the topic:
th-cam.com/video/EfnSNz1egbw/w-d-xo.html
how do we calculate change in physics loss wrt w1 w2 b1 b2 etc?
Sorry I didn't exactly understand your question but for loss it need to minimize via optimization algorithms.
i want to ask can we solve system of ode just like system of 5 or 6 odes coupled together using pinns technique
Yes you can do such thing just calculate the losses of these equations in one sum of loss that need to be minimized by the Neural network.
Note that you need to equal the equations to zero and equal the right side of them to the loss value of that equation.
okay thank you so much sir@@Dr.Mohammad_Samara
Is there any clear measure of the advantage of using pinns instead of more standard methods for solving pdes?
Thank you
@@antoninigiulio PINNs can Generalize the solution that is training a network to get an answer very fast in time if you like you can check DeepONets and Inverse_PINNs videos it can show you how PINNs can be used in more practical ways.
Thank you!!
Thank you for watching
This code is not running
Please be carful about the libraries installation and if they are compatible to your Python versions; search the error you are getting.
@@Dr.Mohammad_SamaraThanks prof, I will do exactly that
LGTM🍛 by Hisashi Nakai
Nakai sann, isashiburi, welcome to foodie channel 🍗🍖🌯🍛