Training

Python Data Science

Course Syllabus

  • Python Programming, IDE setup and overview of capabilities of Python
  • Python Basics
    • Variables
    • Loops & Functions
    • Data Structures
    • Data Import & Export (CSV, excel)
    • Database connectivity(SQL: MySQL, NoSQL: MongoDB)
  • Functional Programming in Python
  • Object Oriented Programming in Python
  • SciPy, NumPy, Pandas
  • Statistical Processing
  • Extract, Transformations, Loading(ETL), Data Preparation & Cleaning, Data Distribution & Analysis, Data Preparation for Machine Learning
  • Web Framework
    • Django
    • Flask
  • System Automation using Python Scripting
  • Natural Language processing using NLTK
  • Machine Learning
  • Data Visualization
    • Matplotlib
    • ggplot
    • geoplotlib
  • Web Scraping
  • Exploratory Data Analysis
  • Data Extraction/Import through API
  • SQL