June 2018
Intermediate to advanced
546 pages
13h 30m
English
book
Deep Reinforcement Learning Hands-On
by Oleg Vasilev, Maxim Lapan, Martijn van Otterlo, Mikhail Yurushkin, Basem O. F. Alijla
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A2C on Pong results
To start the training, run 02_pong_a2c.py with the --cuda and -n options (which provides a name of the run for TensorBoard):
rl_book_samples/Chapter10$ ./02_pong_a2c.py --cuda -n t2 AtariA2C ( (conv): Sequential ( (0): Conv2d(4, 32, kernel_size=(8, 8), stride=(4, 4)) (1): ReLU () (2): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2)) (3): ReLU () (4): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1)) (5): ReLU () ) (policy): Sequential ( (0): Linear (3136 -> 512) (1): ReLU () (2): Linear (512 -> 6) ) (value): Sequential ( (0): Linear (3136 -> 512) (1): ReLU () (2): Linear (512 -> 1) ) ) 37799: done 1 games, mean reward -21.000, speed 722.89 f/s 39065: done 2 games, mean reward -21.000, speed 749.92 f/s 39076: done 3 games, mean ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.