Callbacks in Keras

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This video was incredibly helpful! You went into so much detail, and explained way more than I expected.

Aperfull

This has been incredibly helpful! Many thanks! Please do more Keras content as YouTube currently doesn't have much at the moment.

DanielSchaefer

Very nice video, was searching for how to use tensorboard with keras, and you nailed it. Thanks

jakobsaadbye

Another absolutely superb video, Ajay. Thank you. I have a question/comment. At about 4:00 into the video you set activation="relu" when constructing the model using Keras. Isn't "relu" actually piecewise-linear? It is, but I guess it just works as an approximation of a nonlinear activation function. Yes? Anyway, my question is more of a comment since I kinda know the answer, but I'm uncertain. If "relu" is piecewise-linear then a deep neural network using "relu" is actually piecewise linear and therefore amenable to mathematical analysis using Linear System Theory. Yes? I think I've heard of papers that actually do this analysis. I'd love to see a discussion about that someday. Thanks again for all you do. CodeEmporium is fantastic.

vtrandal

Good video! I noticed however that you used a dropout rate of 0.9. In TensorFlow, this is the KEEP RATE. But in Keras, it's the DROP RATE. I assume you wanted to only shut off 10% and not 90% of the neurons, :-)

LemurDrengene

may i know where you explained about ModelCheckpoint?

deborahooi

Is there a playlist for this ? Its very hard to know the sequence of videos

ssanand

Can I use tensorboard and ModelCheckpoint at the same time? I tried but it does not work.

MaxOdious

why does the metric parameters need square brackets?

Gavinnnnnnnnnnnnnnn

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