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How To Speed Up Training With Prioritized Experience Replay 

TheComputerScientist
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21 окт 2024

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Комментарии : 41   
@kevin5k2008
@kevin5k2008 5 лет назад
Loved your animation and how you explained this concept in a systematic yet easy to understand manner.
@ashwinsingh1325
@ashwinsingh1325 4 года назад
This is explained so well! Hope you continue making content : )
@unoti
@unoti 4 года назад
You content is head and shoulder above the rest on the topic. Kudos! Reward + 1000! The music unnerves me as I try to concentrate on the ideas, though... reward -0.1
@rishabhsheoran6959
@rishabhsheoran6959 2 года назад
Amazing explanation! Loved your content. Keep making such awesome videos!
@TheAcujlGamer
@TheAcujlGamer 3 года назад
This channel is awesome!
@swarnas2313
@swarnas2313 3 года назад
Your explanations are very clear and understandable. Thank you :)
@undergrad4980
@undergrad4980 3 года назад
Thank you for all the effort! Great video!
@andreamassacci7942
@andreamassacci7942 5 лет назад
Amazing content.
@joaopedrofelixamorim2534
@joaopedrofelixamorim2534 2 года назад
Great video! Thank you for it!
@yatshunlee
@yatshunlee 2 года назад
Thank you so much! I like your explaination:D
@adeemajassani5860
@adeemajassani5860 4 года назад
Great explanation. Thanks!
@adarshjeewajee939
@adarshjeewajee939 5 лет назад
pie torch :)
@aayamshrestha9084
@aayamshrestha9084 5 лет назад
Awesome work !
@MasterScrat
@MasterScrat 4 года назад
Very nice work! :D
@ArmanAli-ww7ml
@ArmanAli-ww7ml 2 года назад
Do we need neural network to generate data for experience replay?
@neilpradhan1312
@neilpradhan1312 4 года назад
awesome !!1 great work
@danielortega494
@danielortega494 3 года назад
Subscribed!
@sludgekicker
@sludgekicker 4 года назад
Running the max() function over the complete priority buffer, hinders the performance by a substantial amount. I would storing the max probability in a variable, and compare it with newly added errors, and update the variable. This can then be used for adding new experience priorities.
@Небудьбараном-к1м
@Небудьбараном-к1м 4 года назад
What about normalizing priorities (0 to 1)? This way we could just set max_priority to 1, and I think it would positively affect performance, keeping it stable! What do you think?
@julioresende1521
@julioresende1521 2 года назад
A better way is to use Segment Trees...
@youcantellimreallybored3034
@@julioresende1521 But wouldn't the time complexity for using segment trees to compute max from index 0 to index N - 1 (length of the array) be the same as running the max function over the array?
@youcantellimreallybored3034
@@Небудьбараном-к1м I think in order to normalize priorities you first need to compute the max priority.
@julioresende1521
@julioresende1521 Год назад
@@youcantellimreallybored3034 you can use one variable to store the max value. The segment tree (sum) is useful to compute the roulette method.
@ArmanAli-ww7ml
@ArmanAli-ww7ml 2 года назад
Please explain it with real time example
@hitinjami1143
@hitinjami1143 4 года назад
hii how do i save a trained agent?
@jmachida3
@jmachida3 3 года назад
Hi :) You can save the weights of the neural networks at the end of the training proccess. In my case, I use the tensorflow.keras library, where the models have a method called save_weights.
@Небудьбараном-к1м
@Небудьбараном-к1м 4 года назад
Why not normalize priorities? I think that will boost the performance much
@TheAcujlGamer
@TheAcujlGamer 3 года назад
Good jokes on 1:43
@gamecraftczjaajenomja1057
@gamecraftczjaajenomja1057 3 года назад
Love them too. PieTorch is the best xD
@raghuramkalyanam
@raghuramkalyanam 5 лет назад
Nice content except i have to watch it at 0.5 speed.
@TheAcujlGamer
@TheAcujlGamer 3 года назад
I watch it at 1.2 speed lol
@superz5510
@superz5510 4 года назад
Is there anyone like me who got lost when he started writing code
@ThePaypay88
@ThePaypay88 4 года назад
Hard paper to understand
@ArmanAli-ww7ml
@ArmanAli-ww7ml 2 года назад
Anyone who can write all these steps one by one?
@xxXXCarbon6XXxx
@xxXXCarbon6XXxx 5 лет назад
Hmm, I'm getting an error AttributeError: 'DoubleDQNAgent' object has no attribute 'sess'. Not sure why as a lot of the code looks like the previous???
@carlji2869
@carlji2869 4 года назад
Had that too. It disappeared after I switched from Jupyter to colab
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