Alexander Morgun amorgun

Note: I'm updating this gist as I encounter new reviews, so make sure you're reading the latest revision!

Just as the previous year I collected (and keep doing so) links to various summaries and takeaways from this year's NIPS.

Image-to-Image Translation with Conditional Adversarial Networks

Euclidean distance between predicted and ground truth pixels is not a good method of judging similarity because it yields blurry images.
GANs learn a loss function rather than using an existing one.
GANs learn a loss that tries to classify if the output image is real or fake, while simultaneously training a generative model to minimize this loss.
Conditional GANs (cGANs) learn a mapping from observed image x and random noise vector z to y: y = f(x, z)
The generator G is trained to produce outputs that cannot be distinguished from "real" images by an adversarially trained discrimintor, D which is trained to do as well as possible at detecting the generator's "fakes".
The discriminator D, learns to classify between real and synthesized pairs. The generator learns to fool the discriminator.
Unlike an unconditional GAN, both th

Skip to the relevant sections if needed.

	#import the bpy module to access blender API
	import bpy

	#WARNING: this is written and tested for blender 2.79
	#blender 2.8 and newer will likely have a different python API

	#create a property group, this is REALLY needed so that operators
	#AND the UI can access, display and expose it to the user to change
	#in here we will have all properties(variables) that is neccessary
	class CustomPropertyGroup(bpy.types.PropertyGroup):

	So you were able to install Kodi via "sudo apt-get install kodi" but have no idea how to force it to autostart on boot?

	You have tried all those googled solutions such as adding kodi-standalone to .bashrc, creating init.d script but nothing worked?

	This is the right place to get the answer.

	For some reason, the current version of Kodi doesnt provide 2 important files:
	/etc/init.d/kodi
	/etc/default/kodi

	import sys

	def j(lineno):
	frame = sys._getframe().f_back
	called_from = frame

	def hook(frame, event, arg):
	if event == 'line' and frame == called_from:
	try:
	frame.f_lineno = lineno

	from itertools import chain, repeat
	import sys
	import types

	# byte offsets for structures
	if hasattr(sys, 'gettotalrefcount'):
	# under PyDEBUG builds
	_f_localsplus_offset = 392
	_ob_item_offset = 40
	else:

	Download/Copy all related *.zip files in one directory.
	Open terminal and change to that directory which has all zip files.
	Enter command zip -s- FILE_NAME.zip -O COMBINED_FILE.zip
	Enter unzip COMBINED_FILE.zip

	# After Ubuntu 16.04, Systemd becomes the default.
	# It is simpler than https://gist.github.com/Doowon/38910829898a6624ce4ed554f082c4dd

	[Unit]
	Description=Jupyter Notebook

	[Service]
	Type=simple
	PIDFile=/run/jupyter.pid
	ExecStart=/home/phil/Enthought/Canopy_64bit/User/bin/jupyter-notebook --config=/home/phil/.jupyter/jupyter_notebook_config.py