Physics Informed Neural Networks

  Рет қаралды 30,108

Gautam Kapila

Gautam Kapila

Күн бұрын

A basic introduction to PINNs, or Physics Informed Neural Networks

Пікірлер: 27
@RaviVarma-fo5wm
@RaviVarma-fo5wm Жыл бұрын
Thank you for the simple explanation. At 15:16, is the BC fit term correct? I think it should be [y_hat(1) - y1]^2 in the second term, for x=1?
@shankyxyz
@shankyxyz 11 ай бұрын
interesting but I am truly confused about the ability to solve PDEs. without the accompanying function spaces (sobolev spaces etc) not sure how this is to be taken. it will need extensive explanation of the sobolev space approximation and convergence of solutions theory to be developed. anyways nice explanation. Are you Gautam Kapila from 2002 krec batch?
@behzadranjbar242
@behzadranjbar242 2 жыл бұрын
Thank you very much. Excellent explanation and understanding of PINNs.
@neerajdoneria9127
@neerajdoneria9127 2 жыл бұрын
Well explain. Can you plz post any video on hands on building a model with PINN in python.
@Spiegeldondi
@Spiegeldondi 2 жыл бұрын
very structured explanation! makes it easy to grasp the essential concepts!
@himanshugaur9764
@himanshugaur9764 11 ай бұрын
Thank you. Very clear explanation !!
@DanielClark-tl5wt
@DanielClark-tl5wt 5 ай бұрын
Awesome video, thanks
@user-bb6lf4cs3c
@user-bb6lf4cs3c 2 жыл бұрын
@GautamKapila Do you have an example of notebook using PINN?
@qwm1007
@qwm1007 Жыл бұрын
Thank you for your clear explanation
@rainie_876
@rainie_876 2 жыл бұрын
Thanks for posting this, what a great explanation!
@Moonfrog11
@Moonfrog11 2 жыл бұрын
Well explained, thanks
@vedantgupta6734
@vedantgupta6734 2 жыл бұрын
Nice terse explanation!
@muhammadidrees5218
@muhammadidrees5218 2 жыл бұрын
Thanks for sharing
@aidaralimbayev993
@aidaralimbayev993 2 жыл бұрын
Thanks a lot!
@nimra4257
@nimra4257 6 ай бұрын
Thabk you for the explanation, but there are many loop holes in the video. In cade of ODE and PDE you have not explained what will be the input , will it be discrete values ? You have not explained the difference between solving an ODE / PDE with PINN and DNN.
@Weikun-jz2tl
@Weikun-jz2tl 2 жыл бұрын
Thanks
@douradesh
@douradesh 2 жыл бұрын
would you like to help me solve a inverse heat transfer problem using PINN? send me a message, please
@nkumarmits
@nkumarmits 2 жыл бұрын
Do you have LinkedIn profile? please connect
@blr22
@blr22 7 ай бұрын
Good presentation on the subject, Gautam. Are you doing more videos or do you have a suggested playlist on the subject?
@abhraboral_educator
@abhraboral_educator 2 жыл бұрын
HOW ARE THE COLLOCATION POINTS TAKEN
@saremnoroozi4740
@saremnoroozi4740 Жыл бұрын
Excellent explanation!
@ilyabychkov1166
@ilyabychkov1166 2 жыл бұрын
Thank you! Perfectly explained!
@onlyhuman5669
@onlyhuman5669 Жыл бұрын
So clearly explained!
@turugasairam2886
@turugasairam2886 2 жыл бұрын
great talk
@alexandren.9346
@alexandren.9346 2 жыл бұрын
I still don't understand what theta stands for. Can someone help?
@abruptcall
@abruptcall 2 жыл бұрын
a vector of the parameters (i.e. weights) of the NN
@harenderkumar3811
@harenderkumar3811 2 жыл бұрын
Great
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