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Course Outline

Python Data Structures and Operations

  • Integers and floats
  • Strings and bytes
  • Tuples and lists
  • Dictionaries and ordered dictionaries
  • Sets and frozen sets

Object-Oriented Programming with Python

  • Inheritance
  • Polymorphism
  • Static classes
  • Static functions
  • Decorators

Data Analysis with Pandas

  • Data frames (pandas)
  • Data cleaning
  • Leveraging vectorized data in pandas
  • Data wrangling
  • Sorting and filtering data
  • Aggregate operations
  • Analyzing time series

Data Visualization

  • Creating plots with matplotlib
  • Utilizing matplotlib within pandas
  • Generating high-quality diagrams

Vectorizing Data in Numpy

  • Creating Numpy arrays

Python for the Web

  • Web processing packages
  • Web crawling
  • HTML and XML parsing
  • Automating web form inputs

Requirements

  • Programming experience ranging from beginner to intermediate levels.
  • Understanding of mathematics and statistics.
  • Familiarity with database concepts.
 7 Hours

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