Juwon Lee juwlee

juwlee / multiprocess_with_instance_methods.py

Created May 8, 2017 14:47 — forked from bnyeggen/multiprocess_with_instance_methods.py

Example showing how to use instance methods with the multiprocessing module

	from multiprocessing import Pool
	from functools import partial

	def _pickle_method(method):
	func_name = method.im_func.__name__
	obj = method.im_self
	cls = method.im_class
	if func_name.startswith('__') and not func_name.endswith('__'): #deal with mangled names
	cls_name = cls.__name__.lstrip('_')
	func_name = '_' + cls_name + func_name

juwlee / timeseries_cnn.py

Created March 16, 2017 06:06 — forked from jkleint/timeseries_cnn.py

Example of using Keras to implement a 1D convolutional neural network (CNN) for timeseries prediction.

	#!/usr/bin/env python
	"""
	Example of using Keras to implement a 1D convolutional neural network (CNN) for timeseries prediction.
	"""

	from __future__ import print_function, division

	import numpy as np
	from keras.layers import Convolution1D, Dense, MaxPooling1D, Flatten
	from keras.models import Sequential

juwlee / gmmhmm.py

Created March 8, 2017 03:33 — forked from kastnerkyle/gmmhmm.py

GMM-HMM (Hidden markov model with Gaussian mixture emissions) implementation for speech recognition and other uses

	# (C) Kyle Kastner, June 2014
	# License: BSD 3 clause

	import scipy.stats as st
	import numpy as np

	class gmmhmm:
	#This class converted with modifications from https://code.google.com/p/hmm-speech-recognition/source/browse/Word.m
	def __init__(self, n_states):
	self.n_states = n_states

juwlee / anything2vec.list

Created February 6, 2017 04:49 — forked from nzw0301/something2vec.md

	- word2vec https://arxiv.org/abs/1310.4546
	- sentence2vec, paragraph2vec, doc2vec http://arxiv.org/abs/1405.4053
	- tweet2vec http://arxiv.org/abs/1605.03481
	- tweet2vec https://arxiv.org/abs/1607.07514
	- author2vec http://dl.acm.org/citation.cfm?id=2889382
	- item2vec http://arxiv.org/abs/1603.04259
	- lda2vec https://arxiv.org/abs/1605.02019
	- illustration2vec http://dl.acm.org/citation.cfm?id=2820907
	- tag2vec http://ktsaurabh.weebly.com/uploads/3/1/7/8/31783965/distributed_representations_for_content-based_and_personalized_tag_recommendation.pdf
	- category2vec http://www.anlp.jp/proceedings/annual_meeting/2015/pdf_dir/C4-3.pdf