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In this Python training course, students will learn how to analyze data in Python. The course is aimed at students new to the language and who may, or may not, have experience with other programming languages. Students will learn:
– how Python works and its place in the world of programming languages
– to work with and manipulate strings
– to perform math operations
– to work with Python sequences
– to collect user input and output results
– flow control processing
– to write to, and read from, files
– to write functions
– to handle exceptions
– -to analyze data using python
Course Outline
  • Introduction
  • Installing Python 3
  • Your First Python Program
  • How Python Code Gets Executed
  • Variables
  • Receiving Input
  • Type Conversion
  • Strings
  • Formatted Strings
  • String Methods
  • Arithmetic Operations
  • Operator Precedence
  • Math Functions
  • If Statements
  • Logical Operators
  • Comparison Operators
  • Project
  • While Loops
  • Project
  • For Loops
  • Nested Loops
  • Lists
  • 2D Lists
  • List Methods
  • Tuples
  • Unpacking
  • Dictionaries
  • Projects
  • Functions
  • Parameters
  • Keyword Arguments
  • Return Statement
  • Creating a Reusable Function
  • Exceptions
  • Comments
  • Classes
  • Constructors
  • Inheritance
  • Modules
  • Packages
  • Understanding Numpy, Scipy, Matplotlib and Scikit-learn
  • Generating Random Values
  • Working with Directories
  • Reading and writing to files
  • Hypothesis Testing
  • Correlation
  • T-test
  • Chi-Square
  • Linear Regression
  • Multiple Regression
  • Logistic Regression
  • Clustering.
  • Projects