srepho’s gists

srepho / Principles-of-Adult-Behavior.md

Created February 8, 2018 12:57 — forked from hernamesbarbara/Principles-of-Adult-Behavior.md

Principles of Adult Behavior

Be patient. No matter what.
Don’t badmouth: Assign responsibility, not blame. Say nothing of another you wouldn’t say to him.
Never assume the motives of others are, to them, less noble than yours are to you.
Expand your sense of the possible.
Don’t trouble yourself with matters you truly cannot change.
Expect no more of anyone than you can deliver yourself.
Tolerate ambiguity.
Laugh at yourself frequently.

srepho / imdb_cnn_kim_small_embedding.py

Created January 20, 2016 12:06 — forked from entron/imdb_cnn_kim_small_embedding.py

Keras implementation of Kim's paper "Convolutional Neural Networks for Sentence Classification" with a very small embedding size.

	'''This scripts implements Kim's paper "Convolutional Neural Networks for Sentence Classification"
	with a very small embedding size (20) than the commonly used values (100 - 300) as it gives better
	result with much less parameters.

	Run on GPU: THEANO_FLAGS=mode=FAST_RUN,device=gpu,floatX=float32 python imdb_cnn.py

	Get to 0.853 test accuracy after 5 epochs. 13s/epoch on Nvidia GTX980 GPU.
	'''

	from __future__ import print_function

srepho / chainer_lstm.ipynb

Last active August 29, 2015 14:26 — forked from w0nk0/chainer_lstm.ipynb

Beefed up Chainer LSTM example

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srepho / balltrack.py

Last active August 29, 2015 14:14 — forked from xamox/balltrack.py

	'''
	This is how to track a white ball example using SimpleCV

	The parameters may need to be adjusted to match the RGB color
	of your object.

	The demo video can be found at:
	http://www.youtube.com/watch?v=jihxqg3kr-g
	'''
	print __doc__

srepho / code.R

Created January 22, 2014 01:01 — forked from timelyportfolio/code.R

	#do some quick exploration with R
	#to see how many years
	#the S&P 500 has gone all year
	#without going below the first day of the year

	require(quantmod)
	require(plyr)
	require(rCharts)

	getSymbols("^GSPC",from = "1950-01-01")

srepho / gist:8334782

Last active January 2, 2016 17:09

Men's vs Women's Age when winning first Tennis Grand Slam

	{
	"metadata": {
	"name": "mensvswomensageatfirstgswin.ipynb"
	},
	"nbformat": 3,
	"nbformat_minor": 0,
	"worksheets": [
	{
	"cells": [
	{

srepho / onehot_pandas_scikit.py

Created December 4, 2013 11:17 — forked from anonymous/onehot_pandas_scikit.py

	# -- coding: utf-8 --
	""" Small script that shows hot to do one hot encoding
	of categorical columns in a pandas DataFrame.

	See:
	http://scikit-learn.org/dev/modules/generated/sklearn.preprocessing.OneHotEncoder.html#sklearn.preprocessing.OneHotEncoder
	http://scikit-learn.org/dev/modules/generated/sklearn.feature_extraction.DictVectorizer.html
	"""
	import pandas
	import random

srepho / coef_weight_plot.py

Created October 15, 2013 13:17 — forked from tdomhan/coef_weight_plot.py

	import matplotlib.pyplot as plt
	import numpy as np

	figsize(20,8)
	#clf is a sklearn classifier e.g. clf = LogisticRegression()
	#vecotorizer is a sklearn vectorizer, e.g. vectorizer = TfidfVectorizer()

	#let's get the coefficients:
	coef = clf.coef_.ravel()
	important = np.argsort(np.abs(coef))[-100:]

Stephen Oates srepho