#3 Deep Learning Keras TensorFlow ( Sequential, Optimizer, Activation Function, etc)

Deep learning Keras Components eg keras sequential, keras optimizer, dense layer, activation function, loss function, and metrics. TensorFlow is the most useful library for deep learning. In the simplest way. Artificial Intelligence Neural Network (ANN) all components defined. Keras TensorFlow is python supported library. Deep learning (AI) works best with real world problems and provide accurate solutions up to 99%.
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[@nishaakram8179]

Sir very informative video . Apne bht easy krdya A.I seekhna literally ap bht achy sy explain krty hein thanks alot.

[@FutureScope]

Thank you so much

[@wahabali828]

AoA Sir g i am waiting your next videos

[@syedabdulqadirgilani9402]

MA SHA ALLAH SIR

[@FutureScope]

Thanks

[@ehsankhan7827]

please is series ko agey barhye, and DEEP learning k bad CNN pe bi videos banaye, kaafi help hurhi ha

[@FutureScope]

yes InshaAllah

[@awaisahmad5908]

Loss function basically categorical cross entropy hi istamal hota haiy Ku most of the cases output may probabilities hi a rahi hoti hain
To probabilities Kay loss ko calculate karnay Kay liay Categorical cross entropy loss function istamal hota haiy
MSE discrete output Kay case may istamal hota haiy
Learning algorithm aksar Adam istamal hota haiy
Is Kay sath
GD
SGD
SGD with momentum
R Prop
RMS prop
Ye bhi istamal hotaay hain
R prop Kay case may gradient ka sign check karna hota haiy
Agar +ve ata haiy to LR kaam kartay haiy model agar -ve gradient values ain last training iteration Kay end par to LR zayada kar daita haiy model next training iteration may
RMS prop may gradients Kay average lay kar decision liya jata haiy mini Batch learning ki situation may
Aik aik batch ka gradient jama kar Kay average lay kar check kiya jata haiy
SGD or GD delta rule saiy work kartay hain , error surface Kay neechay ja kar minima (minimum loss) nikaltay hain

[@hafsakhan7492]

May allah grant you success god bless you and great video sir MAshAllah ♥️

[@FutureScope]

Thanks you so much

[@muneebjaved3940]

Sir deep leraning ki ya sirf 3 e videos hen ya phr aur b upload kren gain course mukamal ho gaya k nai

[@FutureScope]

Bro mazid upload karonga with in week. InshaAllah. Aap proper course karna shuro kjye with practice jab tk Yahan ayenge. Mukammal hochuki Hogi playlist

[@muneebjaved3940]

@@FutureScope sai bahi jan 💖🥰

[@wajahatali3771]

good

[@FutureScope]

Thanks you

[@mahjabeen3255]

Assalam o alaikum
Very nice video
Sir ek question tha k aghar audio Data hoto as ma kon sy function use ho ga

[@FutureScope]

Walaikum Asalam. Thanks
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[@mahjabeen3255]

@@FutureScope ok

[@mahjabeen3255]

@@FutureScope sir ap na Jo link daya ha as k data automatic load ho ha ky ya data load kar na para ga

[@zainhaha1]

2 month sy new video ni ae, Waiting

[@FutureScope]

Yar response boht bura he UA-cam pe. Dil toot jata he. I'm busy in project, job n other home works. InshaAllah 1 week tk ajayegi new video. Thanks for enquiry.

[@zainhaha1]

@@FutureScope dil na toray ,hm jasay kaafi loag ap sy mustafeed hrhay hain,

[@FutureScope]

@@zainhaha1 hahaha InshaAllah bro with in a week karta hn start. Good Luck

[@muneebjaved3940]

@@FutureScope bilkul bahi jan ap acha kaam krrhy ilm seekha rhy hen ..Allah apko zroro kamyiab kry gaa ..mayusi kufr ha bahi ..keep it up bahi