Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Conda, PyGotham 2015
Search
Christine Doig
August 15, 2015
Technology
2
1.2k
Conda, PyGotham 2015
Conda lightning talk at PyGotham 2015
Christine Doig
August 15, 2015
Tweet
Share
More Decks by Christine Doig
See All by Christine Doig
PyCon Colombia 2018
chdoig
3
1.4k
RL PyTexas 2017
chdoig
5
830
Anaconda Project and JupyterLab
chdoig
2
430
Anaconda Fusion
chdoig
0
630
GeoRodeo 2017 Anaconda
chdoig
0
2.6k
Anaconda Project
chdoig
1
360
Embracing Open Data Science in Your Organization
chdoig
0
530
Scaling DS in Python
chdoig
6
1.6k
Navigating the Data Science Python Ecosystem
chdoig
4
1k
Other Decks in Technology
See All in Technology
The Rise of LLMOps
asei
8
1.7k
RubyのWebアプリケーションを50倍速くする方法 / How to Make a Ruby Web Application 50 Times Faster
hogelog
3
950
OTelCol_TailSampling_and_SpanMetrics
gumamon
1
210
Why App Signing Matters for Your Android Apps - Android Bangkok Conference 2024
akexorcist
0
130
AIチャットボット開発への生成AI活用
ryomrt
0
170
The Role of Developer Relations in AI Product Success.
giftojabu1
0
140
10XにおけるData Contractの導入について: Data Contract事例共有会
10xinc
6
660
Zennのパフォーマンスモニタリングでやっていること
ryosukeigarashi
0
160
TypeScript、上達の瞬間
sadnessojisan
46
13k
DynamoDB でスロットリングが発生したとき_大盛りver/when_throttling_occurs_in_dynamodb_long
emiki
1
430
オープンソースAIとは何か? --「オープンソースAIの定義 v1.0」詳細解説
shujisado
10
1.2k
Introduction to Works of ML Engineer in LY Corporation
lycorp_recruit_jp
0
140
Featured
See All Featured
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
356
29k
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
232
17k
Teambox: Starting and Learning
jrom
133
8.8k
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
rmw
31
2.7k
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
126
18k
Typedesign – Prime Four
hannesfritz
40
2.4k
How To Stay Up To Date on Web Technology
chriscoyier
788
250k
The MySQL Ecosystem @ GitHub 2015
samlambert
250
12k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
38
1.8k
Designing Experiences People Love
moore
138
23k
Gamification - CAS2011
davidbonilla
80
5k
The Straight Up "How To Draw Better" Workshop
denniskardys
232
140k
Transcript
None
None
CONDA PACKAGE AND ENVIRONMENT MANAGER LANGUAGE AGNOSTIC CROSS-PLATFORM Python R
Java OS X Linux Windows Scala
None
CO NDA INSTALL PYTHO N=3.4 M O NG O DB
PYTHO N=2.7 R SPARK NUTCH R-M ATRIX PANDAS NUM PY FLASK NO DE
None
CONDA IS OPEN SOURCE https://github.com/conda BSD licensed
ANACONDA MINICONDA PYTHON CONDA PACKAGES PYTHON CONDA a bunch of
for scientific computing and data science
None
CONDA VS PIP(+VIRTUALENV) CONDA PIP Language agnostic Python packages handles
environments ! natively virtualenv installs binaries compiles from source general purpose ! envs python! envs
CONDA + PIP $ conda install pip $ pip install
foo CONDA SKELETON PYPI $ conda skeleton pypi foo $ conda build foo/
WHY USE CONDA? Seen this message too many times:“Storing debug
log for failure in /.pip/pip.log” Python with compiled, platform- dependent C, C++, or Fortran code Multi-language Data Science Projects
None
None
ANACONDA.ORG ~GITHUB FOR BINARY PACKAGES $ conda build conda.recipe/ $
conda server upload my_foo_pkg $ conda install -c chdoig my_foo_pkg
None
None
ANACONDA.ORG/R $ conda install -c r r-foo
None
None
ENVIRONMENT.YML name: myenv! channels:! - chdoig! - r! - foo!
dependecies:! - python=2.7! - r! - r-ldavis! - pandas! - mongodb! - spark=1.5! - pip! - pip:! ! ! ! - flask-migrate! ! ! ! - bar=1.4
$ conda env create $ source activate myenv CREATE AND
ACTIVATE
FREEZE VERSIONS $ conda env export -n freeze.yml name: pygotham-topic!
dependencies:! - certifi=14.05.14=py27_0! - gensim=0.10.3=py27_0! - ipython=3.2.1=py27_0! - ipython-notebook=3.2.1=py27_0! - jinja2=2.8=py27_0! - jsonschema=2.4.0=py27_0! - libsodium=0.4.5=2! - markupsafe=0.23=py27_0! - mistune=0.7=py27_0! - ncurses=5.9=1! - nltk=3.0.4=np19py27_0! - numpy=1.9.2=py27_0!
UPLOAD ENVIRONMENTS TO ANACONDA.ORG $ conda server upload my_foo_env.yml $
conda env create chdoig/my_foo_env.yml
None
CONDA AUTO ENV cdoig:~$ cd pygotham-topic-modeling/ discarding /anaconda/bin from PATH
prepending /anaconda/envs/pygotham-topic/bin to PATH (pygotham-topic)cdoig:~/pygotham-topic-modeling$ https://github.com/chdoig/conda-auto-env
None
CONDA.PYDATA.ORG
None
CONTINUUM.IO/BLOG/CONDA-DATA-SCIENCE
None
CONTINUUM.IO
None
https://speakerdeck.com/chdoig/conda-pygotham-2015 @ch_doig Christine Doig, Data Scientist Introduction to Topic Modeling
in Python PyGotham 2015, Sun 3.30pm