Python for Data Science

Week 1: BASICS OF PYTHON SPYDER (TOOL)Introduction Spyder• Setting working Directory• Creating and saving a script file• File execution, clearing console, removing variables from environment, clearing environment• Commenting script files• Variable creation• Arithmetic and logical operators• Data types and associated operations

Week 2:Sequence data types and associated operationsStringsLists Arrays Tuples Dictionary Sets Range NumPynd Array Pandas dataframe and dataframe related operations on Toyota Corolla dataset Regression

Week 3:Reading filesExploratory data analysis Data preparation and preprocessing Data visualization on Toyoto Corolla dataset using matplotlib and seaborn libraries Scatter plot Line plot Bar plot Histogram Box plot Pair plot Control structures using Toyota Corolla dataset if-else family for loop for loop with if break while loop Functions.

Week 4CASE STUDYPredicting price of pre-owned cars Classification Classifying personal income.