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@mblondel
mblondel / svm.py
Last active September 10, 2024 08:11
Support Vector Machines
# Mathieu Blondel, September 2010
# License: BSD 3 clause
import numpy as np
from numpy import linalg
import cvxopt
import cvxopt.solvers
def linear_kernel(x1, x2):
return np.dot(x1, x2)
@alexbowe
alexbowe / nltk-intro.py
Created March 21, 2011 12:59
Demonstration of extracting key phrases with NLTK in Python
import nltk
text = """The Buddha, the Godhead, resides quite as comfortably in the circuits of a digital
computer or the gears of a cycle transmission as he does at the top of a mountain
or in the petals of a flower. To think otherwise is to demean the Buddha...which is
to demean oneself."""
# Used when tokenizing words
sentence_re = r'''(?x) # set flag to allow verbose regexps
([A-Z])(\.[A-Z])+\.? # abbreviations, e.g. U.S.A.
:+1:
:-1:
:airplane:
:art:
:bear:
:beer:
:bike:
:bomb:
:book:
:bulb:
@bemasher
bemasher / Castle.xml
Created September 18, 2011 03:46
Example of parsing xml in golang.
<?xml version="1.0" encoding="UTF-8" ?>
<Data>
<Series>
<id>83462</id>
<Actors>|Nathan Fillion|Stana Katic|Molly C. Quinn|Jon Huertas|Seamus Dever|Tamala Jones|Susan Sullivan|Ruben Santiago-Hudson|Monet Mazur|</Actors>
<Airs_DayOfWeek>Monday</Airs_DayOfWeek>
<Airs_Time>10:00 PM</Airs_Time>
<ContentRating>TV-PG</ContentRating>
<FirstAired>2009-03-09</FirstAired>
<Genre>|Drama|</Genre>
@ogrisel
ogrisel / learning_curves.png
Created December 30, 2011 16:04
Learning Curves for under/overfitting evaluation
learning_curves.png
@oodavid
oodavid / README.md
Created March 26, 2012 17:05
Backup MySQL to Amazon S3

Backup MySQL to Amazon S3

This is a simple way to backup your MySQL tables to Amazon S3 for a nightly backup - this is all to be done on your server :-)

Sister Document - Restore MySQL from Amazon S3 - read that next

1 - Install s3cmd

this is for Centos 5.6, see http://s3tools.org/repositories for other systems like ubuntu etc

@oodavid
oodavid / README.md
Created March 26, 2012 21:21
Restore MySQL from Amazon S3

Restore MySQL from Amazon S3

This is a hands-on way to pull down a set of MySQL dumps from Amazon S3 and restore your database with it

Sister Document - Backup MySQL to Amazon S3 - read that first

1 - Set your MySQL password and S3 bucket, make a temp dir, get a list of snapshots

# Set our variables

export mysqlpass="ROOTPASSWORD"

@ngcrawford
ngcrawford / multiprocessing_template.py
Created March 29, 2012 12:49
Template for multiprocessing large files line by line
#!/usr/bin/env python
# encoding: utf-8
import multiprocessing
from textwrap import dedent
from itertools import izip_longest
def process_chunk(d):
"""Replace this with your own function
that processes data one line at a
@westurner
westurner / setup_pandas_notebook.sh
Created July 29, 2012 07:53
Setup IPython Notebook and Pandas for OSX
#!/bin/sh
setup_brew () {
if ![-f "/usr/local/bin/brew"]; then
/usr/bin/ruby -e "$(/usr/bin/curl -fsSL https://raw.github.com/mxcl/homebrew/master/Library/Contributions/install_homebrew.rb)"
fi
}
setup_ipython () {
brew install readline
@gnarf
gnarf / ..git-pr.md
Last active June 20, 2025 11:04
git pr - Global .gitconfig aliases for Pull Request Managment

Install

Either copy the aliases from the .gitconfig or run the commands in add-pr-alias.sh

Usage

Easily checkout local copies of pull requests from remotes:

  • git pr 4 - creates local branch pr/4 from the github upstream(if it exists) or origin remote and checks it out
  • git pr 4 someremote - creates local branch pr/4 from someremote remote and checks it out