César de Pablo zdepablo

## dynet-tagger.py
"""
DyNet implementation of a sequence labeler (POS taggger).
This is a translation of this tagger in PyTorch: https://gist.github.com/hal3/8c170c4400576eb8d0a8bd94ab231232

Basic architecture:
 - take words
 - run though bidirectional GRU
 - predict labels one word at a time (left to right), using a recurrent neural network "decoder"
The decoder updates hidden state based on:
 - most recent word

## split_strat_scale.r
library(caret)

## select training indices preserving class distribution
in.train <- createDataPartition(yclass, p=0.8, list=FALSE)
summary(factor(yclass))
ytra <- yclass[in.train]; summary(factor(ytra))
ytst <- yclass[-in.train]; summary(factor(ytst))

## standardize features: training parameters of scaling for test-part
Xtra <- scale(X[in.train,])

## 0_reuse_code.js
// Use Gists to store code you would like to remember later on
console.log(window); // log the "window" object to the console

## git-branches-by-commit-date.sh
# Credit http://stackoverflow.com/a/2514279
for branch in `git branch -r | grep -v HEAD`;do echo -e `git show --format="%ci %cr" $branch | head -n 1` \\t$branch; done | sort -r
	"""
	DyNet implementation of a sequence labeler (POS taggger).
	This is a translation of this tagger in PyTorch: https://gist.github.com/hal3/8c170c4400576eb8d0a8bd94ab231232

	Basic architecture:
	- take words
	- run though bidirectional GRU
	- predict labels one word at a time (left to right), using a recurrent neural network "decoder"
	The decoder updates hidden state based on:
	- most recent word
	library(caret)

	## select training indices preserving class distribution
	in.train <- createDataPartition(yclass, p=0.8, list=FALSE)
	summary(factor(yclass))
	ytra <- yclass[in.train]; summary(factor(ytra))
	ytst <- yclass[-in.train]; summary(factor(ytst))

	## standardize features: training parameters of scaling for test-part
	Xtra <- scale(X[in.train,])
	// Use Gists to store code you would like to remember later on
	console.log(window); // log the "window" object to the console
	# Credit http://stackoverflow.com/a/2514279
	for branch in `git branch -r \| grep -v HEAD`;do echo -e `git show --format="%ci %cr" $branch \| head -n 1` \\t$branch; done \| sort -r