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DESCRIPTION
PyData London meetup group lightning talk slides on getting an ipython notebook with the scipy stack and custom packages running in a notebook server in 5 minutes.
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USING DOCKER FOR DATASCIENCE
WHY DOCKERPortable environmentIsolated between projectsStatelessFast local file accessHetrogenous
GET DOCKERboot2docker .dmg or .exeapt-get install docker.io ...
https://docs.docker.com/installation/
RUN SCIPYSERVER$ docker run -d -e "PASSWORD=YourPassword?" ipython/scipyserver
$ docker run \ -d \ -e "PASSWORD=YourPassword?" \ --name dev_notebook \ -p 443:8888 \ ipython/scipyserver
https://localhost:443https://{boot2docker ip}:443
CREATE DATA-ONLY CONTAINERS$ docker run \ -d \ -v ~/notebooks:/notebooks \ --name notebooks_container \ ubuntu echo notebooks
$ docker run -d -v ~/data:/data --name data_container ubuntu echo data
MOUNT DATA-ONLY CONTAINERS$ docker stop dev_notebook$ docker rm dev_notebook
$ docker run \ -d \ -e "PASSWORD=YourPassword?" \ --name dev_notebook \ -p 443:8888 \ --volumes-from data_container \ --volumes-from notebooks_container \ ipython/scipyserver
CREATE A DOCKERFILEFROM ipython/scipyserverMAINTAINER Calvin Giles <calvin.giles@gmail.com>
COPY requirements.txt /requirements.txtRUN pip2 install -r /requirements.txtRUN pip3 install -r /requirements.txt
$ docker build \ -t calvingiles/ds-notebook \ .
$ docker run \ -d \ -e "PASSWORD=YourPassword?" \ --name dev_notebook \ -p 443:8888 \ --volumes-from data_container \ --volumes-from notebooks_container \ calvingiles/ds-notebook
NEXT TIMEConnecting to local database containersTweaking the boot2docker vm memory from 2GB to 8 (ormore...)Linking to private git repositoriesAutomated builds with github linking
MORE?Docker User Guide:
Docker Reference:
ipython docker images:
my docker image:
http://docs.docker.com/userguide/
http://docs.docker.com/reference/commandline/cli/
https://registry.hub.docker.com/repos/ipython/
https://github.com/calvingiles/ds-notebookhttps://registry.hub.docker.com/u/calvingiles/ds-notebook/
ABOUT MECalvin GilesData Scientist at AdthenaPyData Meetup Organiseruntangleconsulting.iocalvin.giles@gmail.com@calvingiles on twitter, github, docker hub (and many more)
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