How to Protect your Python and R Machine Learning Code

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  • Опубликовано: 11 сен 2024

Комментарии • 22

  • @HeatonResearch
    @HeatonResearch  3 года назад +22

    Any interest in a video showing how to hide code in a Docker image? Maybe even a small competition to see how quickly someone can extract my code?

    • @howg3729
      @howg3729 3 года назад

      yes please. It would be also useful to learn how to defend model from adversarial and other type of attack techniques.

    • @monkyspnk777
      @monkyspnk777 3 года назад

      Do you have existing "how to" docker videos for python gpu learning ? I'm a relative newbie but have an nvidia gpu on a mac I want to get more out of.

    • @taiminyang4236
      @taiminyang4236 3 года назад

      Interested!

    • @fishermen708
      @fishermen708 3 года назад

      I do.

  • @f.r.2275
    @f.r.2275 3 года назад +2

    This channel is gold and Jeff’s book is even better. Thank you for sharing your knowledge

  • @MAl-bl3dq
    @MAl-bl3dq 3 года назад +1

    Always, a joyful and fruitful time is the time that we take to listen to your splendid videos.

  • @PicaPauDiablo1
    @PicaPauDiablo1 3 года назад +5

    It's amazing how you can stay this awesome this long

  • @maksymsurzhynskyi9946
    @maksymsurzhynskyi9946 3 года назад +2

    The question of security at the edge is really tough. Sometimes it's impractical or too time consuming to rewrite the whole Py code into a compiled language, but... you may rewrite core logic/functions and import them as binary modules to your main python code... just like Numpy and other similar libraries are written in C++ do

  • @atepatty6216
    @atepatty6216 Год назад

    This is very helpful. I have been scratching my head on how I can do this which is similar to you know when you package / compile your vb codes.

  • @raghebalghezi9532
    @raghebalghezi9532 3 года назад +3

    You'll be surprised to know that even giants like Google makes the mistake of exposing their tflite models in some of their Android apps without protection.

  • @monkyspnk777
    @monkyspnk777 3 года назад

    Such a great level of content!!!

  • @jinidubin
    @jinidubin 10 месяцев назад

    There are different possibilities to compile the lython codes But Is there any way to protect/hide the trained model files like .pt,.hdf5etc

  • @seppel198021
    @seppel198021 3 года назад +1

    How about use R-Shiny package for R and Provide a simple Frontend. No Code or coefficients visible. The User Just Uploads Data and clicks Buttons. P.S. pretty cool you cracked Games!

  • @LiveNewsOfficials
    @LiveNewsOfficials 3 года назад

    Good one

  • @thrallion
    @thrallion 3 года назад

    Great video!

  • @Joseph-ws5de
    @Joseph-ws5de Год назад

    Could you create more videos about this topic?

  • @ccn4709
    @ccn4709 3 года назад +1

    Hey Jeff, is there any way to swap clothes from lean body to fat one in the same way it happens on e-commerce sites

    • @HeatonResearch
      @HeatonResearch  3 года назад +1

      I have not specifically tried that, but I am guessing some sort of adjustment of GAN latent space.

  • @__--JY-Moe--__
    @__--JY-Moe--__ 3 года назад

    Oh my goodness! would U listen 2 this!! woohoo!! U'r gett'n in2 the mud bruh!! yup!! piracy, is like a bag of chips! can a pirate, eat just 1?? sure!!
    great vid!! super important!! NN prog's, could be the next baby!! good luck....