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Pycon 2014 First Day

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記錄一下Pycon 2014第一天(5/17)參加的議程

python powered analytics for business

Wes McKinney
python for data analysispandas的作者

python’s role in 2014 for analytics

how did we get here where are we going

BI

ETL

介紹一些學習資源 nbviewer.ipython.org

viable alternative

  • R
  • Julia
  • Proprietary: SAS, SPSS, StatusModel
  • JVMLand

PyData conferences

why did pandas succeed

an api optimized for terminal friendliness conposablility

it took avillage

Cython Numpy

maplotlib scipy

statsmodels ipython

guiding principle

make the easy things easy

讀取資料 分析資料 回歸模型

Medium Data

scikit-learn

pandas the good and bad

1.ecosystem compatibility

2.design for broad appeal

3.the big data problem

broader data trends

python r julia growing at expense of prorietary tools

jvm-based big data ecosystem

concurrent multicore programing

future

distributed in-memory data analysis

staying competitive

community building

介紹datapad的功能

real-time visualiztion with python and d3.js

grs stock

大部分都是在介紹作者的視覺化圖形,這些都是用d3.js產生的。

VapourSynth come doet it indicate thare avisynth will shutdown

vapoursynth

demo a movie 一些影像處理效果

avisynth structure

VFW

簡介如何使用api和參數。

Graph-Tool: The Efficient Network Analyzing Tool for Python

如何使用 Graph-Tool

ux

pickle

cerntrality measures

建立圖形並且使用圖形演算法分析圖形

簡單離散數學

可以使用於拓鋪學

betweenness centrality

eigenvector centrality

numpy nan

Top N

SFDF

ARF

python and science

講解python 在科學計算上的歷史和進展

beyond numpy: a whole ecosystem

trending topic at strata conference 2011 - 2014

cs 109

numfocus.org

book

https://wakari.io/

http://fivethirtyeight.com/

DMRL: A versatile Python tool to assess DNA methylation variation and identify DMRs

DNA sodium bisulfite

bisulfite sequence alignment

t-test ANOVA Fisher `s exact test

methylation distance

比較DNA序列 PYSAM

Analysis wordflow

前面一大部分都在介紹關於DNA 的基礎知識提到一些甲基化的東西

Hacking Models with Python

寫改數學模型 cluster liner respresion

view point

Data Analysis in Python

介紹 library

matplotlb scikit-learn statsmodel numba blaze

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