Python Bootcamp: Data Structures, API, REGEX, Scraping

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Learn the basics of Python syntax, regular expressions, data structures, algorithms, and Web Scraping utilizing ...Read more

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                                    Medium of instructions
                                    English

                                    Mode of learning
                                    Self study

                                    Mode of Delivery
                                    Video and Text Based

Introduction

Introduction
Python Introduction - Part 2
Option available in Python
History of Python
Features of Python

Tools and setup for Python course

Online tools for Python
Python set up - Part 1
Python set up - Part 2

Python programming basics

Hello World
Python naming convention
Keywords in python
python other basic syntax
Lines and Indentation in Python
Multi line statement in Python
Quotation in Python
Comments in Python

Assignment action in Python

Assigning data type in Python
Data types and byte in Python
Multiple assignment in Python

Operators in Python

Arithmetic operators in Python
Comparison operator in Python
Assignment Operators in Python
Logical Operators in Python
Bitwise Operator in Python
Membership Operator in Python
Identity Operator in Python
Precedence Operator in Python

Loop and Comparison using Python

Decision making
Nested If statement
For Loops in Python
While loop in Python
Range in Python
Nested loop in Python
Loop control - Part 1
Loop Control- Part 2
Loop Control- Part 3
Iterators and Generators

Functions in Python

Number and type conversion in Python
Mathematical Function in Python
Random number function in Python
Trigonometric function in Python
Getting input in Python
Accessing String
Updating the Strings
Characters in String
String formatting in Python
String Operators
Quotes in String
String Function

List, Tuples and Dictionary

List Introduction
List Basic Options
List Advanced options
Tuples Introduction
Tuples Basics
Tuples Advanced
Dictionary Introduction
Dictionary Basics
Dictionary Advanced

Date and Time

Date and Time - Basics
Date Module
Date Directives
Calender in Python

Functions and modules in Python

Function Introduction in Python
Argument in function
Function - Other topics
Module Advanced
Module - Final
Modules - How to call a module
Exceptions and Types
Exceptions and usage

File Handling

File handling Introduction
File opening and closing
File modes
File Handling - Read and write
File and its directive method
Os directory - Part 1
OS Directory - Part 2

Object Orientated Programming

OOPS Introduction
Class and Object
Init Method in OOPS
Constructor and self Method
Types of Variable in OOPS
Types of methods
Inner class
Inheritance in Python
Constructor Inheritance
Duck Typing
Operator Overloading
Method overloading

Regular Expression

Regex Introduction
Search and match in Regex
Regex character set and literals
Regex character set - Part 2
Regex groups
Names and quantifiers
Non-capture group and back reference
Flags in Regex

Data structure Introduction

Introduction to Data structure
Introduction Part 2: Data structure and algorithm
Introduction Part 3: Data structure and algorithm
Introduction Part 4: Data structure and algorithm
Introduction Part 5: Data structure and algorithm
Introduction Part 6: Data structure and algorithm

Recursion - Data Structures

Recursion - Introduction
Why Recursion?
Internal working of recursion
Example of Recursion
Recursion vs Iteration
Advantage and disadvantage of Recursion
Recursion- Example 1
Recursion - Example 2
Recursion - Search in Binary Search Tree - Python Implementation

Algorithm Run time

Algorithm Run time - Introduction
Algorithm run time notation
Time complexity
Example - 1: Algorithm run time
Example - 2: Algorithm run time
Example - 3: Algorithm run time
Python programming - Algorithm run time

Array - Data structure

Array Introduction
1D array with example
1D Array - Python Impementation
2D Array - Data structure
2D Array - Python Implementation

Stack - Data Structure

Stack - Introduction
Stack - Rest of the concepts
Stack in Program Introduction
Stack - Other functionality program
Stack Implementation in Python

Queue - Data Structure

Queue - Introduction
Queue creation and Enqueue
Linear Queue
Linear Queue - Program Basic
Queue- Python Implementation
Circular Queue - Introduction
Circular Queue - Other functionality
Circular Queue - Basic program
Circular Queue - Python Implementation

Linked List

Linked List - Introduction
Array vs Linked List
Types of Linked list
Memory Allocation in Linked List
Creation of Linked List
Insertion in Linked List
Traverse and search of Linked List
Deletion of Linked List
Singly Linked List - Python Implementation
Creation of circular linked list
Insertion of Circular linked list
Insertion Algorithm in Circular Linked list
Traverse and search of Circular Linked List
Deletion of Circular Linked List
Singly Circular Linked List- Python Implementation
Creation of Doubly linked list
Insertion of Doubly linked list
Insertion Algorithm in Doubly Linked list
Traverse and search of Doubly Linked List
Deletion of Doubly Linked List
Doubly Linked List - Python Implementation
Creation of Doubly Circular linked list
Insertion of Doubly circular Linked list
Insertion Algorithm in Doubly Circular Linked list
Traverse and search of Doubly Circular Linked List
Doubly Circular Linked List - Python Implementation

Tree

Tree Introduction
Why we need Tree Data structure?
Tree Terminology - Part 1
Tree Terminology - Part 2
Introduction to Binary tree
Types of Binary Tree
Binary Tree representation
Create Binary Tree
Pre-Order traversal using Linked List
In-Order Traversal using Linked List
Post-Order Traversal using Linked List
Level-Order Traversal using Linked List
Binary Tree Traversal - Python Implementation
Insertion in Binary Tree using Linked List
Search in Binary Tree using Linked List
Deletion in Binary Tree using Linked List
Delete Binary Tree using Linked List
Creation of Binary Tree using Arrays
Insertion in Binary Tree using Array
Insertion Algorithm in Binary Tree using Array
In-Order Traversal of Binary Tree using Array
Pre-Order traversal using Array
Post-Order Traversal using Array
Deletion in Binary tree using array
Delete Binary tree using Array

Binary Search Tree

Binary Search Tree - Introduction 1
Binary Search Tree - Introduction 2
Creation using Binary search tree
Traversal using Binary search tree
Insertion in Binary Search Tree
Insertion algorithm in Binary search tree
Deletion of Binary search Tree
Delete Binary search Tree
Binary Search Tree - Python Implementation

AVL Tree

AVL Tree - Introduction
What is AVL Tree?
Creation and search of AVL Tree
Traversal of AVL Tree
Insertion in AVL Tree
AVL Tree - Insertion, Height, Balance creation - Python Implementation
Left-Left Violation in AVL tree
Right-Right Violation in AVL Tree
Left-Right Violation in AVL Tree
Right-Left Violation in AVL Tree
AVL Tree - Violation and rotation - Python Implementation
Deletion in AVL Tree
AVL Tree - Removal and testing - Python Implementation

Heap in Data Structure and Algorithm

Binary Heap- Introduction
Types of Heap Tree
Heap
Creation of Heap in Data Structure
Peek and Search using Heap
Insertion of Heap Tree
Deletion of Heap Tree
Delete Heap tree
Heap Tree - Python Implementation part 1
Heap Tree - Python Implementation part 2

Trie in Data Structure and Algorithm

Trie - Introduction
Insertion using Trie
Deletion of Trie

Hashing

Introduction of Hashing
Explanation of Hashing
Collision in Hashing
Collision resolution - Part 1
Collision resolution - Part 2
When Collision is Full
Comparison of Collision Technique
Application of Hashing

Sorting in Data Structure

Sorting - Introduction and Terminalogy
Bubble Sort
Bubble Sort - Python Implementation
Selection Sort
Selection Sort - Python Implementation
Insertion Sort
Insertion Sort - Python Implementation
Bucket Sort
Merge Sort
Merge Sort - Python Implementation
Quick Sort - Part 1
Quick Sort - Part 2
Quick Sort - Python Implementation
Heap Sort - Part 1
Heap Sort - Part 2

Graph in Data Structure and Algorithm

Graph Introduction
Graph Terminology
Types of Graph
BFS - Part 1
BFS - Part 2
BFS in Graph- Python Implementation
DFS in Graph Traversal
DFS in Graph Traversal - Python Implementation
BFS vs DFS
Topological Sort - Part 1
Topological Sort - Part 2
Single Source shortest Path - Explanation
Single Source shortest Path - Algorithm
Disadvantage of BFS and DFS - SSSP
Dijkstra's Algorithm
Dijkstra's Algorithm - Python Implementation
Bellmann Ford
Bellmann Ford Algorithm
Bellmann Ford Negative cycle
Bellmann Ford - Python Implementation
All source shortest path algorithm
Dry run of All source shortest path algorithm
Minimum spanning tree
Disjoint set
Kruskal Algorithm
Kruskal Algorithm - Python Implementation
Prims Algorithm

Magic Framework

Magic Framework

Greedy Algorithm

Greedy Algorithm - Introduction
Greedy Algorithm - Sorting
Greedy Algorithm - Minimum Spamming Tree
Activity selection problem
Coin change problem
Fractional Knapsack

Divide and Conquer

Divide and Conquer- Introduction
Binary Search Tree
Quick Sort
Merge Sort
Fibonacci series using divide and conquer algorithm
House Thief problem using divide and conquer algorithm
Number factor problem using divide and conquer
One String to another

Dynamic programming

Dynamic programming - Introduction
Top-down approach
Bottom-up approach using Dynamic programming
Merge sort using Dynamic programming
House thief problem using Dynamic programming

API

Introduction of API
HTTP Introduction
Introduction to JSON
Installation of HTML request in Python Anaconda prompt
Get a response from API
Get JSON Response - API
Get Historical data from the website - API
Wrong request in API
Reading values from iTunes API
Structuring and export of data from iTunes website using Pandas
Registration API - Signup of website
Handling API of registered website and structuring using Pandas
Project: Create a currency calculator application.

Web Scraping with beautiful Soup

Introduction to HTML and JavaScript
Introduction to web scraping
what is BeautifulSoup and Workflow of Scraping
Project 1: WikiPedia Scraping using Beautiful soup - Part 1
Project 1: WikiPedia Scraping using Beautiful soup - Part 2
Project 1: WikiPedia Scraping using Beautiful soup - Part 3
Project 2: Rotten Tomato Scraping - Part 1
Project 2: Rotten Tomato Scraping - Part 2
Project 2: Rotten Tomato Scraping - Part 3
Project 2: Rotten Tomato Scraping - Part 4
Project 2: Rotten Tomato Scraping - Part 5

Web Scraping using Scrapy

Introduction to Scrapy
Installation of Scrapy
Components of Scrapy - Part 1
Components of Scrapy - Part 2
First Spider for scraping
CSS selector
Xpath Selector
Quotes for scraping - Part 1
Quotes for scraping - Part 2
Saving the scraped data in JSON, XMl, CSV
Item container
Pipelines in Scrapy
SQLite3 Basics
Storing the scraped value in DB

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Python Bootcamp: Data Structures, API, REGEX, Scraping

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