This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
#!/bin/bash | |
# Launches socat+npiperelay to relay the gpg-agent socket file for use in WSL | |
# See https://justyn.io/blog/using-a-yubikey-for-gpg-in-windows-10-wsl-windows-subsystem-for-linux/ for details | |
GPGDIR="${HOME}/.gnupg" | |
USERNAME=Vincent | |
# I use the same username for wsl and windows, but feel free to modify the paths below if that isn't the case | |
WIN_GPGDIR="C:/Users/${USERNAME}/AppData/Roaming/gnupg" | |
NPIPERELAY="${HOME}/npiperelay.exe" |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Intuitive intros: | |
https://www.lesswrong.com/posts/Kyc5dFDzBg4WccrbK/an-intuitive-explanation-of-solomonoff-induction | |
https://arbital.com/p/solomonoff_induction/?l=1hh | |
https://arxiv.org/abs/1105.5721 | |
http://www.hutter1.net/aixijs/index.html | |
Technical intro: | |
AIXI + Solomonoff: | |
Section 2: Solomonoff + AIXI. | |
http://www.vetta.org/documents/Machine_Super_Intelligence.pdf |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
""" Trains an agent with (stochastic) Policy Gradients on Pong. Uses OpenAI Gym. """ | |
import numpy as np | |
import cPickle as pickle | |
import gym | |
# hyperparameters | |
H = 200 # number of hidden layer neurons | |
batch_size = 10 # every how many episodes to do a param update? | |
learning_rate = 1e-4 | |
gamma = 0.99 # discount factor for reward |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
# Working example for my blog post at: | |
# https://danijar.github.io/structuring-your-tensorflow-models | |
import functools | |
import tensorflow as tf | |
from tensorflow.examples.tutorials.mnist import input_data | |
def doublewrap(function): | |
""" | |
A decorator decorator, allowing to use the decorator to be used without |