Deep Learning with Class Imbalance in R Notebook | Using Keras and TensorFlow

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  • เผยแพร่เมื่อ 14 ต.ค. 2024

ความคิดเห็น • 50

  • @amirgharavi8820
    @amirgharavi8820 4 ปีที่แล้ว +2

    Thank you so much for the video and explanation Dr.Rai. Great as always

    • @bkrai
      @bkrai  4 ปีที่แล้ว

      Glad it was helpful!

    • @amirgharavi8820
      @amirgharavi8820 4 ปีที่แล้ว +1

      @@bkrai Fantastic Dr Rai. very much appreciate it.

  • @shwetaredkar734
    @shwetaredkar734 5 ปีที่แล้ว +2

    Thank you very much for such helpful demonstration.

    • @bkrai
      @bkrai  5 ปีที่แล้ว

      Thanks for comments!

  • @flamboyantperson5936
    @flamboyantperson5936 5 ปีที่แล้ว +4

    Happy New Year Sir. I have been long waiting for your videos. Thank you so much for making tutorial on Deep Learning. Great Knowledge.

    • @bkrai
      @bkrai  5 ปีที่แล้ว

      Thanks for your comments!

  • @liuxinzhu89
    @liuxinzhu89 3 ปีที่แล้ว +1

    Great videos! Using your video I managed to achieve 86% in the first learning!

    • @bkrai
      @bkrai  3 ปีที่แล้ว +1

      That’s great!

  • @praveengupta3918
    @praveengupta3918 5 ปีที่แล้ว +2

    Hi Sir,
    Your videos are helping me from my college days.
    Thank you

    • @bkrai
      @bkrai  5 ปีที่แล้ว

      Thanks for your feedback!

  • @ravindarmadishetty736
    @ravindarmadishetty736 5 ปีที่แล้ว +2

    Happy new year sir....good video in new year

    • @bkrai
      @bkrai  5 ปีที่แล้ว

      Thanks for comments!

    • @ravindarmadishetty736
      @ravindarmadishetty736 5 ปีที่แล้ว

      Sir, have a question
      I have to get the data from Hive using R. Will it possible to get the data using r from Hive.... please suggest

  • @rgemsph7339
    @rgemsph7339 3 ปีที่แล้ว +1

    Hello Sir Thank you for this tutorial it really helped me alot but I have a question, may i ask how to know the optimal batch size and epoch when you have large dataset? in my case I have 150000 observation

    • @bkrai
      @bkrai  3 ปีที่แล้ว

      It depends on the data. You may have to do some trials. See this link as an example:
      th-cam.com/video/-S9ypgQioFE/w-d-xo.html

  • @arsalanriaz7784
    @arsalanriaz7784 4 ปีที่แล้ว +1

    Thank you for the tutorial, it is just brilliant. what if we set loss equal to focal loss instead of direct cross-entropy, how you will consider this change?

    • @bkrai
      @bkrai  4 ปีที่แล้ว

      You can run this and see if results improve.

  • @asjsingh
    @asjsingh 3 ปีที่แล้ว

    Hello. Another great tutorial. I seem to have a problem of no class_weights function in my keras. It doesn't pop up as an option and gives an error when I run it. Do you know if the ckass_weights function has been depreciated? I can find no documentation to this effect.

  • @Didanihaaaa
    @Didanihaaaa 5 ปีที่แล้ว +1

    Thanks, Dr. Could you teach us how to use Atom for running R codes?

  • @redarabie7098
    @redarabie7098 5 ปีที่แล้ว

    Thank you Mr Rai for your useful tutorial. it's very useful for us and it helps us to improve our comprehension for deep learning . i have a question about the number of the hiden layer or layer dense , howe can i chouse the optimum number in a study or ho can i creat a loop to test many layer in the same time ?
    and thank you very much

  • @ramp2011
    @ramp2011 5 ปีที่แล้ว +1

    Great video. Thank you for the share.
    NZeroes looks like a categorical variable. Right? Should one not do the same to_categorical() for that?
    Its very good to see a Deep Learning video in R. These days most examples I see are in python for deep learning. Not sure why.

    • @bkrai
      @bkrai  5 ปีที่แล้ว

      Thanks for comments! Note that NZeros is not a categorical variable.

  • @doitonath
    @doitonath 5 ปีที่แล้ว +2

    Hello Dr. Rai. Can you please make a video on hypertuning of various parameters of DL in Keras R (like the same way we have in H2O R)

    • @bkrai
      @bkrai  5 ปีที่แล้ว

      Thanks for the suggestion, I've added it to my list.

  • @rishabhojha8798
    @rishabhojha8798 5 ปีที่แล้ว +2

    Hey Bharatendra, what does that mean adding 8 to 168 as bias term and adding 3 to 24 as bias term.
    Please make me understand.
    Thanks

    • @bkrai
      @bkrai  5 ปีที่แล้ว

      I would recommend going through following from the deep learning playlist for detailed calculations and meaning:
      Neural Networks in R: Example with Categorical Response at Two Levels th-cam.com/video/-Vs9Vae2KI0/w-d-xo.html

  • @azmatraja5767
    @azmatraja5767 3 ปีที่แล้ว +1

    a

    • @bkrai
      @bkrai  3 ปีที่แล้ว

      Here is a way to overcome such errors:
      th-cam.com/video/XVfn6IpoUPU/w-d-xo.html

  • @charanlobo2981
    @charanlobo2981 5 ปีที่แล้ว +1

    sir...for 3 class variables it works fine...but for 4 class variables... it doesnt work...even the confusion matrix doesnt show the 4th class variable....can u plzz help me with this problem....thanku

    • @bkrai
      @bkrai  5 ปีที่แล้ว

      Note that in the last layer I used units-3 because I had 3 classes. If you have 4, you should use 4.

  • @adityapatnaik7078
    @adityapatnaik7078 5 ปีที่แล้ว +1

    can you please make a video on how to make an webapp for generating ML predictions

    • @bkrai
      @bkrai  5 ปีที่แล้ว

      Thanks, I've added this to my list.

  • @yogitasolanki4638
    @yogitasolanki4638 5 ปีที่แล้ว +2

    Sir I want your help

    • @bkrai
      @bkrai  5 ปีที่แล้ว

      let me know where I can help.

  • @ramp2011
    @ramp2011 5 ปีที่แล้ว +1

    Can you please share the R file?

    • @bkrai
      @bkrai  5 ปีที่แล้ว

      I've uploaded the link now.

    • @ramp2011
      @ramp2011 5 ปีที่แล้ว +1

      @@bkrai Awesome. Thank you

  • @yogitasolanki4638
    @yogitasolanki4638 5 ปีที่แล้ว +1

    How can contact u

    • @bkrai
      @bkrai  5 ปีที่แล้ว

      you can use this or send me an email.

    • @yogitasolanki4638
      @yogitasolanki4638 5 ปีที่แล้ว

      Sir your mail id ?

  • @yogitasolanki4638
    @yogitasolanki4638 5 ปีที่แล้ว

    I am unable to install_keras()

    • @bkrai
      @bkrai  5 ปีที่แล้ว

      Are you using Mac or Windows?

    • @yogitasolanki4638
      @yogitasolanki4638 5 ปีที่แล้ว

      Window

    • @djdekabaruah3457
      @djdekabaruah3457 4 ปีที่แล้ว

      @@yogitasolanki4638 Hi.. i am also facing the same issue for installing keras..Were you able to resolve the problem?