Data Science Module in Python

Python For Data Science

Introduction to Data Science and Machine Learning

  • What, Why, How, Uses
  • History
  • Examples

Tools & Languages available

  • Python
  • R
  • Python & R Differences
  • Python Distribution
  • Python tools for Data Science
  • Anaconda Installation
  • Jupiter Notebook Usage and Examples

Numpy

  • Introduction to Numpy. Array
  • Creation,Printing Arrays
  • Basic Operations- Indexing, Slicing
  • and Iterating
  • Shape Manipulation – Changing
  • shape,stacking and spliting of array
  • Vector stacking

Pandas And Matplotlib

  • Introduction to Pandas
  • Importing data into Python
  • Pandas Data Frames,Indexing Data
  • Frames ,Basic Operations With Data
  • frame,Renaming Columns,Subletting
  • and filtering a data frame.
  • Matplotlib
  • Introduction,plot(),Controlling Line
  • Properties,Working with Multiple
  • Figures,Histograms

Analytics Stage

  • Data Loading
  • Data Cleanup
  • Data Transformations
  • Basic Statistics
  • Descriptive
  • Predictive
  • Prescriptive
  • Examples

Workshop Examples

  • Linear Regression
  • Clustering
  • Classification
  • Stocks Price Prediction
  • HR Data Evaluation
  • Heart Diseases Prediction
  • Analysis Car