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

🔖Hashtags🔖

#tensorflowpipeline #tensorflowprefetchdataset #tensorflowprefetchautotune #prefetchautotune #tensorflowinputpipeline #tensorflowprefetch #tensorflowdatapipeline

#️⃣ Social Media #️⃣

❗❗ DISCLAIMER: All opinions expressed in this video are of my own and not that of my employers'.

[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.

[nguyenminhluong]

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

[rabadaba]

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 YouTube to simply explain everything.

[mayurkumawatmusic]

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

[kasivisweswarreddy]

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

[jayminadhikari]

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

[coolstudios]

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.

[mateusbalotin]

Amazing content!!! Thank you very much.

[LaurentLaborde]

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

[sweetykatam]

Please do vedios on digital image processing

[kishanikandasamy]

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

[shubhamdamkondwar]

hi i know this is out of he topic question but i wanted to kno Google Data Analytics Professional Certificate is it worth to enroll

[juanete]

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

[gamelords]

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 %

[mawkuri]

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

[isitabhoye]

Please, upload video on BERT model also.

[ThePietro]

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!

[rajmakwana]

Sir I need your help
I am so confused 🙏🙏