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Course Overview

Introduction to Python Programming

  • Overview, History, Features
  • Python 2 Vs Python 3
  • Installation and Environment
  • Environment Setup
  • From Command Line
  • Script From Command Line
  • Command Line Options
  • Script As Executable
  • IDLE Interactive Shell

Basic Syntax

  • Identifiers
  • Keywords
  • Lines & Indentation
  • Multiline Statements
  • Quotations
  • Comments
  • User Input

  • Modules and Packages

  • Modules
  • The Import Statement
  • Loading Module
  • Namespace & Scoping
  • Package

Variables and Datatypes

  • Number
  • String
  • List
  • Tuple
  • Dictionary

Operators

  • Arithmetic Operators
  • Bitwise Operators
  • Logical Operators
  • Membership Operators
  • Identity Operators

Working with External Files

  • Importing and Working with Excel files
  • CSV Files, Text Files

Working with Number Functions

  • abs(),all(),any(),ascii(),bin(),chr(),dict(),filter(),getattr()
  • int(),sum(),len(),max(),Min(),pow(),round()….. And many more

Working with Text Functions

  • find(), index(),capitalize(),count(),format(),isalnum(),isdigit()
  • isspace(), lstrip(), rstrip(), upper(), lower(), split(), ssplit(), rsplit() ….. And many more

Working with Date Functions

  • date, time, today, minyear, maxyear,datetime.now…. and many more

Conditional Processing

  • If Condition, if Else Condition, Nested if

Conditional Processing

  • If Condition, if Else Condition, Nested if

Loop In Python

  • While Loop
  • For Loop
  • Nested Loop

Control Statements

  • Break Statement
  • Continue Statement
  • Pass Statement

  • User Defined Functions

  • Without Parameter
  • With Parameter

Working with Python Class

  • Working with Python Class

    • GUI Programming

      • Events, Button, Label
      • Check Button
      • Entry
      • List box
      • Scrollbar
      • Message Box

      Database Connection

      • Create Database Table
      • Create Table
      • Insert Operation
      • Read Operation
      • Update Operations
      • Commit & Rollback Operation

      Graphics in Python

      • Bar Chart
      • Line Chart
      • Scatter Plot
      • Box Plot

      Sending Emails Using Python

      • Sending Email Using SMTP
      • Send Mail Function
      • Sending Attachment With Email
      • Sending Email With Gmail SMTP Server

      Basic Statistics

      • Concept and Terminology of Statistics
      • Sample vs Population
      • Datatypes
      • Measurment of Central Tendency
      • Measurement of Dispersion
      • Skewness
      • Kustosis

      Probability Distribution

      • Normal Distribution
      • Poison Distribution
      • Binomial Distribution
      • Standard Normal
      • F Distribution

      Hypothesis Testing

      • t Test
      • z Test
      • f Test

      Goodness of Fit test

      • chi Square test

      Analysis of Variance

      • chi Square test

      Machine Learning in Python

      • Introduction to Machine Learning
      • Supervised and UnSupervised Learning
      • Regression Analysis
      • Simple Linear Regression
      • Multiple Regression
      • Logistic Regression
      • Case Study
      • k- Nearest Neighbour
      • K Mean Clustering
      • Decision Tree