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@robinheghan
robinheghan / Main.elm
Created November 26, 2015 19:08
AWS Lambda Elm
module Main where
import Signal
type alias Message =
{ operation : String
, message : String
}
@karpathy
karpathy / pg-pong.py
Created May 30, 2016 22:50
Training a Neural Network ATARI Pong agent with Policy Gradients from raw pixels
""" 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
@ilblackdragon
ilblackdragon / seq2seq.py
Last active May 22, 2022 21:42
Example of Seq2Seq with Attention using all the latest APIs
import logging
import numpy as np
import tensorflow as tf
from tensorflow.contrib import layers
GO_TOKEN = 0
END_TOKEN = 1
UNK_TOKEN = 2