Optimize Tensorflow Pipeline Performance: prefetch & cache | Deep Learning Tutorial 45 (Tensorflow)

[@codebasics]

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[@NeotenicApe]

I have just finished the whole series. The way you teach makes everything astoundingly intuitive and simple. You and this channel are treasures. Thank you for the time and effort you've expended doing this. I know you already have a lot of requests, and I would not want to impose more upon you, but, whenever time permits, I would love for you to explain forecasting models with multiple features both theoretically and with TF/Keras. Now, on to your other playlists.

[@nguyenminhluong7571]

Thank u so much, I have been stuck on dataset. prefetch() for 2 days until I found your Video!! Many Thanks!

[@codebasics]

Glad it helped

[@rabadaba7]

I love this man! His enthusiasm and charisma is amazing.

[@i_amankitgupta]

Hello Dear Sir, Please Add more videos I am only following your data Science Road Map and Your Video I have simply Understand. That time I am 3 years in 6 sem. Next year My placement will start so sir Please complete the Deep learning series. Please sir Humble requests to you hurry up to complete the Deep Learning series. You are one of the best teachers on KZbin to simply explain everything.

[@codebasics]

yes Ankit I am trying. The field is vast and I just dont have enough time but I am on it!

[@mayurkumawatmusic]

please add more videos sir, your way of explaining concepts is very easy. I watched this whole playlist all 83 videos ❤️

[@codebasics]

yes I am in the process of making more videos. there are many more exciting videos coming up.. next one is going to be on BERT :) Give me some time I am working on them.

[@mayurkumawatmusic]

@@codebasics thank you sir 😊

[@coolstudios8273]

First off, you're channel is so amazing, you're videos are excellent quality and they've helped me learn so much about deep learning, so thank you so much for your hard work and quality content. :D Now lately I've been developing a large Tensorflow model, and I'm getting out of memory errors, from what I've learned it seems the best solution to this road block is gradient checkpointing, however there is little to no resources online about it. Could you make a video covering gradient checkpointing?

[@_Ahmed_O]

I am so grateful for your help and clear explanation.

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Thank you so much sir for this online Course videos about AI ,, I watched every single video of this playlist !! Really appreciated !

[@codebasics]

This playlist is not complete. I am still actively uploading videos. Few more videos to go ☺️

[@codebasics]

Glad it was helpful!

[@jayminadhikari9016]

@@codebasics Sir your explanation skill is really nice and easy to understand .🙏🏻🙏🏻

[@ArpitYadav-ws5xe]

Great. Excellent video

[@תומרמיכאלוביץ]

You are amazing ! TY

[@mateusbalotin7247]

Amazing content!!! Thank you very much.

[@kasivisweswarreddy1472]

00:00 Optimizing Tensorflow pipeline performance with prefetch and cache 00:04 Optimizing Tensorflow input pipeline performance using prefetch and caching 02:17 Optimize TensorFlow pipeline performance with prefetch & cache 04:46 Optimize TensorFlow performance using cache function 06:59 Optimizing Tensorflow pipeline performance through prefetching and caching 09:28 Optimizing Tensorflow pipeline performance by prefetching and caching. 12:21 Understanding Tensorflow pipeline performance optimization 14:53 Benchmarking the performance of file dataset class with prefetch API 17:29 Using prefetch and cache to optimize Tensorflow pipeline performance 19:29 Optimizing Tensorflow Pipeline Performance with Cache 21:51 Caching the map function in Tensorflow pipeline prevents recomputation 24:21 Improving performance using cache in Tensorflow pipeline

[@LaurentLaborde]

4:00 I'm very confused at this diagram, you're not calling "batch()" ?

[@canoksuzoglu6540]

thank you for great explainatition

[@sweetykatam3036]

Please do vedios on digital image processing

[@juanete69]

When do we need to use .cache() and when .cache().repeat()? Some tutorials say we need the second if we have multiple epochs.

[@isitabhoye4081]

Please , upload video on BERT model also.

[@codebasics]

yes it is coming up soon

[@shubhamtalks9718]

What is the difference between tf.data.Dataset.map(...) vs tf.data.Dataset.apply(...) ?

[@shubhamdamkondwar6633]

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[@nikhilbapurao1223]

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[@ThePietro1234]

Hi, thanks for the video, it is very clear! Only one thing I didn't understand: with .cache optimization the data remains in the CPU RAM right? Or the data remains in GPU DRAM? Because even though we talk about caching I doubt that the data remains in cache memory (trivially because cache memory is too small to fit a medium size dataset). Thanks!

[@kishanikandasamy]

Sir Can you please make a video on how to detect facial expressions using Deep learning

[@anandakhan4160]

helpful.

[@shubhamtalks9718]

What if there is some randomization step in between our pipeline? Should we use prefetch and cache then? Because that randomization step should ideally generate some different result for each epoch.

[@suleymanerim2119]

You should use randomization after you cache . If you do caching after randomization step, then you will be fixing the last output of randomization step and getting the same results for each epoch.

[@mawkuri5496]

this is the last video. can you create a tuts on transformers and deep minds Fictitious Co-Play (FCP)

[@gamelords7201]

in the codebasics website of this video there is no next button. So the course completion status cant be made 100%, its stuck at 98 %

[@PriyankaDarshanam]

My benchmark(FileDataset()), prefetch and autotune are not showing much difference. Its just 278, 282 and 280

[@rajmakwana8452]

Sir I need your help I am so confused 🙏🙏

[@himanshuG45]

Plz have a video on chatbot with flask

[@shruti3951]

when will this course end its almost one year lmao is it never ending ? complete this asap coz then it wont called learning it will be upgradations XD

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How to start with AWS

[@annperera6352]

hello sir can you do a video on implementing Adaboost and CART

[@ayazpatel105]

Hey Can you make a video on RDD and Data frames, if you don't make your system will get corona.

[@pafiwachitake3318]

using autotune is giving back an attribute error, claiming that

[@jessy3933]

I totally don't understand this pls

[@manojahlawat2881]

Sir hindi me bolo plz...