Datails - StepUp Analytics

Data Science Using Python: A Case Study Driven Approach



Workshop Start Date: 07-02-2020

Workshop End Date: 09-02-2020

Venue: Department Of Operational Research, University Of Delhi

Registration Ends: 05/09/2019

Fee: Rs.1000

Duration: 3 Days


Day 1

Introduction To Python Programming

  • Introduction to Anaconda and iPython Notebook

  • Custom Environment Settings

  • Python Basic Rules in Python 3

  • Concept of Packages/Libraries (NumPy, SciPy, Pandas, Matplotlib, etc.)

  • Installing & loading Packages & Name Spaces

  • Data Types & Data objects/structures (Tuples, Lists, Dictionaries)

  • List and Dictionary Comprehensions

  • Variable & Value Labels –  Date & Time Values

  • Basic Operations - Mathematical - string - date

  • Reading and writing data

  • Simple plotting/Control flow/Debugging/Code profiling

Accessing/Importing and Exporting Data

  • Overview of Python- Starting Python

  • Importing Data from various sources (CSV, txt, excel, access, etc.)

  • Database Input (Connecting to the database)

  • Viewing Data objects -  subsetting, methods

  • Exporting Data to various  formats

Data Visualisation Using Python

  • Introduction exploratory data analysis

  • Creating Graphs- Bar/pie/line chart/histogram/boxplot/scatter/density etc.)

  • Important Packages for Exploratory Analysis(NumPy, Matplotlib, Pandas, etc.)

Day 2: Case Study on Employee Attrition 

Day 3: Case Study on Customer Purchase Behaviour