Artem Khurshudov rocknrollnerd

rocknrollnerd / bayes_by_backprop.py

Created April 3, 2016 08:12

Theano implementation of Bayes-by-Backprop algorithm from "Weight uncertainty in neural networks" paper

	import theano
	import theano.tensor as T
	from theano.tensor.shared_randomstreams import RandomStreams
	from theano.sandbox.rng_mrg import MRG_RandomStreams
	from lasagne.updates import adam
	from lasagne.utils import collect_shared_vars

	from sklearn.datasets import fetch_mldata
	from sklearn.cross_validation import train_test_split
	from sklearn import preprocessing

rocknrollnerd / adversarial_1d.py

Created January 18, 2016 16:50

A simple adversarial network in Theano+Lasagne trying to estimate a 1d normal distribution

	import matplotlib.pyplot as plt
	import numpy as np
	import lasagne
	import theano
	import theano.tensor as T
	from lasagne.nonlinearities import rectify, sigmoid, linear, tanh
	from scipy.stats import norm
	import seaborn as sns

	# with the huge help of http://evjang.com/articles/genadv1