Core Python​

Introduction

 History
 Features
 Setting up path
 Working with Python
 Basic Syntax
 Variable and Data Types
 Operator

Conditional Statements


 If
 If- else
 Nested if-else

Looping


 For
 While
 Nested loops

Control Statements


 Break
 Continue
 Pass

String Manipulation


 Accessing Strings
 Basic Operations
 String slices
 Function and Methods

Lists

 

 Introduction
 Accessing list
 Operations
 Working with lists
 Function and Methods

 

Tuple


 Introduction
 Accessing tuples
 Operations
 Working
 Functions and Methods

Dictionaries


  Introduction
  Accessing values in dictionaries
  Working with dictionaries
  Properties
  Functions

Functions


 Defining a function
 Calling a function
 Types of functions
 Function Arguments
 Anonymous functions
 Global and local variables

Modules


 Importing module
 Math module
 Random module
 Packages
 Composition

Input-Output


 Printing on screen
 Reading data from keyboard
 Opening and closing file
 Reading and writing files
 Functions

Exception Handling

 

 Exception
 Exception Handling
 Except clause
 Try ? finally clause
 User Defined Exceptions

 

 

Advance Python

 

OOPs concept


 Class and object
 Attributes
 Inheritance
 Overloading
 Overriding
 Data hiding

Database


 Introduction
 Connections
 Executing queries
 Transactions
 Handling error

Machine Learning

 

 Unsupervised Learning

 Neural Networks

 Regression Analysis and Its Extensions

 Decision Trees

 Support Vector Machines (SVMs)

  

Python Basics For Data Science

 Learning Loading The Data

 Cleaning the Data

 Visualization

 Python Libraries For Data Science

         Numpy

         Pandas

         Matplotlib

         Seaborn

         Scikit-Learn

 Master Data Science – Use Cases

 

 

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