From 1b401f80e6c735d62203d7ffa54401c04dc9b110 Mon Sep 17 00:00:00 2001 From: Mahdi Dibaiee Date: Mon, 3 Apr 2017 12:10:32 +0430 Subject: [PATCH] fix: use a random seed to increase reproducibility fix: mention training time --- README.md | 4 ++-- load.npy | Bin 31469 -> 31410 bytes train.py | 2 ++ 3 files changed, 4 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 3ea6b25..9ed7573 100644 --- a/README.md +++ b/README.md @@ -3,10 +3,10 @@ Playing Flappy Bird using Evolution Strategies After reading [Evolution Strategies as a Scalable Alternative to Reinforcement Learning](https://blog.openai.com/evolution-strategies/), I wanted to experiment something using Evolution Strategies, and Flappy Bird has always been one of my favorites when it comes to Game experiments. A simple yet challenging game. -The model learns to play very well after ~3000 iterations, but not completely flawless and it usually loses in difficult cases (high difference between two wall entrances). +The model learns to play very well after ~3000 epochs, but not completely flawless and it usually loses in difficult cases (high difference between two wall entrances). Training process is pretty fast as there is no backpropagation, and is not very costy in terms of memory as there is no need to record actions as in policy gradients. -Here is a demonstration of the model after ~3000 iterations (less than an hour of training): +Here is a demonstration of the model after ~3000 epochs (~5 minutes on an Intel(R) Core(TM) i7-4770HQ CPU @ 2.20GHz): ![after training](/demo/flappy-success.gif) diff --git a/load.npy b/load.npy index 1aa4acb2be90d00d62bb361594401a58f19ea183..48247e2c90ddc6275e5a0649572e329bf146a229 100644 GIT binary patch literal 31410 zcmY(M=T}xs6XgK~#E6QZprV3+33Cp|oKOs44xk8_5d;)Pa#nH<0+La3&d*v^U+2%6 z?=!!C?#x;#_$vByR6^j1ErF@G0(Wl- zjEPG~OnC7zA}--owE6Mn7w5m9lk zqN6@9js9r9SQ@|Rp`(L?!^`-^4_)~0`xl9CKJJfq&Wm@s8}FJQzvOPbTTqB&h*NI- z(*JYASBWW~_}sFGPF#QMSp4!3hY-j7_!W2KR|bXrcem8|RiUAw*Z&v)v;SX+l^E~- zvhZ2_>Y&#Suk8a_^P0P_y&Lag?!Nfu|8&fYU-$aId&V4#_x$gkUU%cy|KEF_ir?`6 z-_s#6-uq?Y>qQU$N2G(p8@JVxdvb-0Tl>~&d6@oLEd64W(KkB%ElQ`Q!aA@2bWVGu 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