- Probabilistic Data Structures for Web Analytics and Data Mining : A great overview of the space of probabilistic data structures and how they are used in approximation algorithm implementation.
- Models and Issues in Data Stream Systems
- Philippe Flajolet’s contribution to streaming algorithms : A presentation by Jérémie Lumbroso that visits some of the hostorical perspectives and how it all began with Flajolet
- Approximate Frequency Counts over Data Streams by Gurmeet Singh Manku & Rajeev Motwani : One of the early papers on the subject.
- [Methods for Finding Frequent Items in Data Streams](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.187.9800&rep=rep1&t
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# Sort a list of dictionary objects by a key - case sensitive | |
from operator import itemgetter | |
mylist = sorted(mylist, key=itemgetter('name')) | |
# Sort a list of dictionary objects by a key - case insensitive | |
mylist = sorted(mylist, key=lambda k: k['name'].lower()) |
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# 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) |
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package fx.jvm.hotspot.tools; | |
import java.util.List; | |
import sun.jvm.hotspot.tools.Tool; | |
public class PrintThreadIds extends Tool { | |
public static void main(String[] args) { | |
PrintThreadIds tool = new PrintThreadIds(); | |
tool.start(args); |
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#!/bin/sh | |
mkdir ~/down/ | |
cd ~/down/ | |
sudo apt-get install build-essential | |
wget http://www.python.org/ftp/python/2.7.2/Python-2.7.2.tgz | |
tar -xzf Python-2.7.2.tgz | |
cd Python-2.7.2 | |
sudo apt-get install libsqlite3-dev zlib1g-dev libncurses5-dev | |
sudo apt-get install libgdbm-dev libbz2-dev libreadline5-dev | |
sudo apt-get install libssl-dev libdb-dev |
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#!/usr/bin/env python | |
# -*- coding: utf-8 -*- | |
# Luke Orland | |
# [email protected] | |
# Fri Apr 27 14:51:01 EDT 2012 | |
# EXAMPLE USAGE: | |
# $ zcat gigaword/data/*/*gz | python gigaword-separate-sentences.py > text |
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Latency Comparison Numbers (~2012) | |
---------------------------------- | |
L1 cache reference 0.5 ns | |
Branch mispredict 5 ns | |
L2 cache reference 7 ns 14x L1 cache | |
Mutex lock/unlock 25 ns | |
Main memory reference 100 ns 20x L2 cache, 200x L1 cache | |
Compress 1K bytes with Zippy 3,000 ns 3 us | |
Send 1K bytes over 1 Gbps network 10,000 ns 10 us | |
Read 4K randomly from SSD* 150,000 ns 150 us ~1GB/sec SSD |
(by @andrestaltz)
If you prefer to watch video tutorials with live-coding, then check out this series I recorded with the same contents as in this article: Egghead.io - Introduction to Reactive Programming.
Warning This is SEVERELY outdated, the current jupyter version is > 6.X, please refer to your current jupyter notebook installation!
Disclaimer : I just copied those shortcuts from Jupyter Menú
> Help
> Keyboard Shortcuts
, I didn't wrote them myself.
Check your current shortcuts in your Help, shortcuts coule have been modified by extensions or your past self.
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