Data Science Basic

Basic Data Science Lessons for All!!!

This lesson will based on the following free only courses:

• Microsoft: Data Science for Beginners 10 weeks 20 lessons package...
• IBM: Python for Data Science 20 hours course for beginners, Python and Data Science: Python basic related to data science.
• IBM: Data Analysis with Python 3 hours course for beginners
• IBM: Data Visualization with Pyton 4 hours course for beginners
• Google: Data Sciense with Python 8 hours course for advanced users, 13 modules.

Using Docker Compose for Local Development

The repo Jupyter Docker Stacks has a various list of docker images for running Jupyter Notebooks. It is a very good choice for local development.

Check the page Select an Image to select the image you need. For this course we will use jupyter/scipy-notebook.

Set up the docker compose folder.

mkdir -v ~/rd/myworkshopca/DataScienceBasic/docker

touch ~/rd/myworkshopca/DataScienceBasic/docker/README.md
touch ~/rd/myworkshopca/DataScienceBasic/docker/Dockerfile
touch ~/rd/myworkshopca/DataScienceBasic/docker/docker-compose.yml

lessons

Create the lessons folder

mkdir -v ~/rd/myworkshopca/DataScienceBasic/lessons

01 Defining Data Science

mkdir -v ~/rd/myworkshopca/DataScienceBasic/lessons/01-defining-data-science

04 A brief introduction to Statistics and Probability

mkdir -v ~/rd/myworkshopca/DataScienceBasic/lessons/04-stats-and-probability
# we need the data folder too
mkdir -v ~/rd/myworkshopca/DataScienceBasic/data

05 Relational Databses

mkdir -v ~/rd/myworkshopca/DataScienceBasic/lessons/05-relational-databases

07 python

mkdir -v ~/rd/myworkshopca/DataScienceBasic/lessons/07-python
mv -v ~/Downloads/notebook.ipynb ~/rd/myworkshopca/DataScienceBasic/lessons/07-python/panada-basic.ipynb

curl to download file from github

curl -L https://github.com/microsoft/Data-Science-For-Beginners/raw/main/2-Working-With-Data/07-python/notebook-covidspread.ipynb -o ~/rd/myworkshopca/DataScienceBasic/lessons/07-python/covidspread.ipynb