How to Convert from Keras/Tensorflow to PyTorch

[@AbdullahMansoor123]

Thanks Jeff alot , I had spent 4 month learning tensor flow and now my company wants people in pytorch i was really having a headache until i saw your video, this is really gave answers to my problem and that i have to learn in deep stuff of deep learning which tensor flow was/is hiding from me, and i believe that sort of knowledge helps a lot in building foundation in ML field.

[@r00t_sh3ll]

This is awesome Jeff !! Loving this content and really like you pulling in new frameworks but showing how to convert between them, I can't stress how much that helps bridge gaps. Also I am sure I have said this before but thank you so very much for making the code/notebooks available right away. I wish other teachers were of your caliber when I was in school.

[@HeatonResearch]

Thank you very much!

[@BradHelm]

I appreciate the current format; and, I tend to use the same format to teach my undergraduate computer science and programming classes (albeit in Zoom.) I find that my audience appreciates seeing that even the professionals have missteps from time-to-time. It makes us more relatable and thus enhances the rapport. I also find that many students benefit from watching the evolution of thought throughout the problem-solving process. Brilliant video, Jeff! Seriously! I would rate it as one of your best and you have so many excellent videos. The delivery format and the color commentary while you design your solution is priceless!

[@HeatonResearch]

Thanks, I will probably do a few more "build it from scratch" videos. Might also be a good topic for a livestream sometime.

[@shaheerzaman620]

Jeff this sort of video format is great! I like this more than the previous ones!

[@andrebuhler8323]

As we learned tensorflow in university I was always kind of avoiding pytorch. Now I have finally decided to take a look at pytorch and you make this step really easy and intuitive! Thank you and keep up the good work! :)

[@WalterSobchack-s8n]

Coming from keras to torch, it's a bit of a learning curve. Thanks for this

[@leeroyndlovu7983]

Great content Jeff, thank you so much for all the effort you put to your teaching 🙏. With love from South Africa 🇿🇦

[@HeatonResearch]

You are welcome! Work with several people from SA, would love to visit someday.

[@oxfordsculler8013]

Hi Jeff, Thanks this was great for transitioning from Tensorflow to Pytorch especially as Fastai sits on top of it. Please show how to code more complex architectures such as skip layers. As for video production values, I much preferred your previous introductions from your study, it was more engaging and distinctive than the green screen affect, however the mini-me Jeff coding along on the bottom right was an improvement.

[@HeatonResearch]

Great suggestion! Thanks, yes I will probably not use this format for everything. Minime may stay. :)

[@JOAOGABRIELCAVALCANTEFRANCA]

How could I reduce the differences between the loss in Pytorch? In Keras, it seems like we already start with little loss

[@shaheerzaman620]

Pytorch is awesome. Please do a series on it!

[@hassanmehmood8934]

Is there any way to convert trained keras model and load it into pytorch for inference Predictions ?

[@zunairanadeem6302]

Hi Jeff, I have 2 questions, First, if we use padding='same' in TensorFlow what it is equal to pytorch? and second classifier1.add(Dense(20, activation = "linear")) this is my first fully connected layer in TF after using the convolution layer what it will be in Pytorch? I am new in Pytorch .

[@aldemarocruz9668]

Love to this video, i recently had to move from keras/tensorflow to pytorch and this video would helpo me a little bit if it were for like 3 months earlier.... but thanks@!!!!!!

[@HeatonResearch]

Glad it helped!

[@geetanjalisharma1501]

sir, how to convert keras, tensorflow model to pytorch ?

[@HeatonResearch]

That is the topic of the video. I show the general process, for additional features, beyond the video, it is a matter of looking up how to do each of aspect of your tensorflow model and seeing how that is done in PyTorch. There is no automatic way.

[@geetanjalisharma1501]

@@HeatonResearch Sir, is it possible to convert the already trained tensorflow model to pytorch ?

[@kamogahsn]

hello Jeff, I got a dataset of infrared images for different temperatures, how do i read them using Deep Learning ?

[@kamogahsn]

How do i get back values to use in a regression problem. Its given me lots of pressure I just can't rest

[@HeatonResearch]

Is that a public dataset? Sounds interesting.

[@amineleking9898]

Than you for your great contents, could suggest you a content I have been looking for but couldn’t find it anywhere. Could you please give us a video on Training a model and then predicting on other data in real time. Like training a model to predict some processing on some sensor data and then predict new sensor data in real-time.

[@HeatonResearch]

Great suggestion! Yes something realtime could be good.

[@amineleking9898]

@@HeatonResearch thank you very much, looking forward for your new contents.

[@rahul-qo3fi]

This is awesome!!! Love this format.

[@heyrmi]

Hello, can you please make a video about how to load different datasets. Say or eg. an image, sequential data (video, audio. Etc). This is really a major confusion to newcomers like me.

[@HeatonResearch]

Thanks, that is a very good idea.I have some on images and time series datasets, but am planning on video... kzbin.info/www/bejne/gnS7dqiAiNyXZ6c

[@frankp2042]

Thank you for another great video.

[@HeatonResearch]

You bet

[@sachinmotwani2905]

How to implement self attention from tensorflow to pytorch. In tensorflow, it is as simple as X= layers.Attention()([X,X]).

[@thecandel5479]

blesses God! What a beautiful beard you have! Have you thought and read about Islam? I thank you very much!