amitkaps / art-data-science

The Art of Data Science

The Art of Data Science

• Curriculum - The scope of the workshop.
• Installation - To get yourself ready for the workshop.
• Pre-requisites - To get yourself ready for the workshop.
• Schedule - The broad schedule for the workshop
• Overview - The overview presentation for the workshop.
• Intro to Art of Data Science - The overall introduction to the workshop.
• Intro to Data Structures in Python - Get started with Python.
• Intro to Data Structures in R - Get started with R.
• Intro to Visualisation in R - Visualisation with R.

Case Studies

• Case #1 - Peeling the Onion - Price & Quantity of Onion across in India.
  • Frame the Problem - Python or R
  • Acquire the Data - Python or R
  • Refine the Data - Python or R
  • Transform the Data - Python or R
  • Explore the Data - Python or R
  • Model the Solution - Python or R
  • Insight Communication - Python or R
• Case #2 - Kitna Deti Hain - Cars - Finding the star pairing in popular movies.
• Case #3 - Stars in Movies - Finding the star pairing in popular movies.
• Case #4 - Shining Diamonds - Price of Diamonds based on 4Cs (Carat, Colour, Cut and Clarity)
• Case #5 - Wine Selection - Selecting a good Red Wine to drink

Practice Exercises