Transfer Learning with TensorFlow

[@blankslate6393]

Thanks for brilliant video Derek. I usually don't watch dead live streams, but yours was different. At last a video on Transfer learning that worked. Also you are so entertaining. Remaining me of Woody Allen. Not being boring is a rare talent especially while teaching computer stuff.

[@derekbanas]

Thank you for the nice compliment :) I'm doing my best to make this complex topic understandable while doing my best to not bore people. I love this new format because I get to interact with people which I hope improves the learning process.

[@derekbanas]

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[@marvin...p.9868]

O

[@NafenX]

I love both the streams and the more rapid fire videos

[@derekbanas]

Thank you for the input :) I like to constantly try and improve the learning experience rather than to keep doing what I have always done. I know that some people don't like that and expect the same format every time they tune into a channel. My goal is to somehow find the best learning experience. I think it can be found with livestreams and I'll keep trying to improve.

[@NomadicDmitry]

Great video, thank you. Been a subscriber since 2015, I think. Always great content.

[@derekbanas]

Thank you very much :) I appreciate it

[@eranfeit]

Thank you very much . A question regarding the Tensor hub models : What is the difference between image classification model and image classifier model ? Thanks Eran

[@ArwaAlnajashi]

please do videos on inventory analysis

[@josuesamuelarguetahernande6479]

Great videos man, you're the best!

[@derekbanas]

Thank you :) I'm trying to do my best

[@andrealcantara1437]

Also, very curious since the first stream I saw here, do you play/stream league of legends ?

[@derekbanas]

All I've ever streamed was programming videos and chess videos. I'm not good enough to stream LOL

[@andrealcantara1437]

Is there any significant difference between using ImageDataGenerator to tf.keras.layers.Rescaling(1/255.) and flow_from_directory to image_dataset_from_directory from the CNN video? Loving these streams!

[@harriskallada]

hi Derek, great content! don't know whether you will be monitoring these comments, anyone else could also help. Before I ask my doubt, let me clear that I am pretty new to machine learning. I followed your tutorial and obtained good validation accuracy for one of my projects (CNN for image identification with 8 classes). Is there anyway to represent them as a confusion matrix? I tried but on my confusion matrix the accuracy in pretty low (less than 10%) while my validation accuracy is more than 80. I have individually predicted the class for each validation images and it was pretty accurate. the true values are sorted according to class 0 to 7, whereas the predictions are all over the place. Don't know where I am going wrong, any help would be appreciated.

[@irfandogic9579]

Hi Derek, once again, great videos, I am really enjoying every Data Science/ML video you made, together with the old stuff I've learned years ago (Java). Can you make a video on MLOps or "at least" on deployment of the working model. Regards

[@derekbanas]

Thank you :) I plan on deploying models in robotics projects using TensorFlow Lite and I’m working on a chess engine among other ideas. It should be fun

[@itsbxntley2970]

@@derekbanasWhen will you be posting ?

[@andrealcantara1437]

When I try to print the loss and accuracy chart for the eff_model I get this error # Argument 1 to "ensure_index" has incompatible type "Collection[Any]"; ValueError: DataFrame constructor not properly called! Couldn't figure it out why.

[@blankslate6393]

Hey Derek, I'm having great difficulty deploying either of the transfer models of this tutorial as a flask service, and could not find any uptodate tutorial about tensorflow deployment. So that will be a great follow up if you can make such video.

[@derekbanas]

Thanks for the request. That sounds like a great follow up.

[@jigar4patel]

Hello Derek, Any plans for covering PowerShell scripting? Thanks in advance! :)

[@derekbanas]

I could cover that for sure. Thanks for the request :)

[@sudarshanr3096]

Which resources did you use to use to learn these libraries and ml/dl concepts?

[@derekbanas]

So many sources, but this was a great book that I used in combination with the documentation to learn the most the quickest Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow amzn.to/3tnf5QU

[@sudarshanr3096]

@@derekbanas thanks 😊

[@sudarshanr3096]

Derek, still how much tensorflow videos are yet to come? Will you teach everything to be data scientist job ready?

[@derekbanas]

At the minimum I'll cover everything needed to pass the TensorFlow Developer Certificate exam. If people enjoy this series I'll expand into things like creating a chess engine, IOT with TensorFlow Lite and much more. It all depends on if the community enjoys these videos.

[@sarmadali3338]

Hi Derek how much you are earning on the internet?

[@derekbanas]

Not much. I made $7 on this video. I don’t do it for the money though

[@ThePC007]

21 comments and all of them are censored. Come on.

[@sabashioyaki6227]

What's going on with Derek? Is he OK? Derek, are you OK?

[@derekbanas]

Thank you for your concern :) I was really sick and then I had to go to trade shows for work. I'm better now and will try to upload a new video next week.

[@sabashioyaki6227]

@@derekbanas Thank you for your reply. Glad to hear you're okay. Stay safe and healthy!

[@haniyahya9]

03:10

[@patwicker1358]

I like both formats, depending on the content. I don't particularly need to see your face on the screen.

[@derekbanas]

Thanks for the input. I don’t like looking at my face either :)

[@chadwick499]

Okay, so if you aren't smart, then what does that make the rest of us?

[@rudrasaudio7790]

Hi

[@derekbanas]

Hi :)

[@IBI-r3f]

Sir waiting for my mail reply

[@derekbanas]

I did not get a message on Discord sorry

[@codydiaz358]

I like both formats, depending on the content. I don't particularly need to see your face on the screen.

[@derekbanas]

Thanks for the input. I'm doing away with my face from now on :)

[@rudrasaudio7790]

Hi

[@derekbanas]

Hi