alessandroadamo/ubuntu-ds-python3 repository overview

⁠Ubuntu 16.04 for Python3 Data Scientist

This repository contains Dockerfile of Python3⁠ for Docker's automated build published to the public Docker Hub Registry⁠.

⁠Base Docker Image

• dockerfile/ubuntu

⁠Python 3 Packages

⁠Fundamentals

• NumPy
• SciPy
• Pandas
• Jupyter
• PIL

⁠Math and Statistics

• SymPy
• Statsmodels

⁠Machine Learning

• Theano
• Tensorflow
• Keras
• Gensim
• SciKit-Learn
• NLTK

⁠Plotting and Visualization

• MatPlotLib
• Bokeh
• Ggplot
• Seaborn

⁠Profiling

• memory profiler
• line profiler

⁠Installation

1. Install Docker⁠.
2. Download automated build from public Docker Hub Registry⁠:

docker pull alessandroadamo/ubuntu-ds-python3

alternatively, you can build an image from Dockerfile:

docker build -t="alessandroadamo/ubuntu-ds-python3" github.com/alessandroadamo/ubuntu-ds-python3

⁠Usage

⁠Run Interactively

sudo docker run -it alessandroadamo/ubuntu-ds-python3 /bin/bash

⁠Run Jupyter

docker run -d -p 8888:8888 -v [your path]:/home/ds/notebooks alessandroadamo/ubuntu-ds-python3