Data Exploration

Course Introduction
How Does Learning Python Can Help You?
Why Python is so Popular?

Project 1: Hospitality Domain Data Analysis
Project 2: Medical Data Extraction

Python Installation - Windows
Python Installation - Linux
Python Installation - Mac
How to Download Code and Get Help If I Have a Question?
Variables
Variables - Quiz
Variables - Exercise
Numbers
Numbers - Quiz
Numbers - Exercise
Strings
Strings - Quiz
Strings - Exercise
Lists
Lists - Quiz
Lists - Exercise
Install Pycharm
If Condition
If Condition - Quiz
If Condition - Exercise
For Loop
For loop - Quiz
For loop - Exercise
Functions
Functions - Quiz
Functions - Exercise
Dictionary and Tuples
Dictionary and Tuples - Quiz
Dictionary and Tuples - Exercise
Modules and Pip
Modules and Pip - Quiz
Modules and Pip - Exercise
File Handling
File Handling - Quiz
File handling - Exercise
Classes and Objects
Classes and Objects - Quiz
Classes and Objects - Exercise
Inheritance
Inheritance - Quiz
Inheritance - Exercise
Exception Handling
Exception Handling - Quiz
Exception Handling - Exercise

Pandas Introduction and Installation
Dataframe Basics
Read, Write Excel and CSV Files
Handle NA values - Part 1
Handle NA values - Part 2
Group by
Concat and Merge

Problem Statement, OLTP vs OLAP, ETL, Data Warehouse
Data Understanding: CSV Files
Data Understanding: Fact vs Dim table, Star vs Snowflake Schema
Data Exploration
Data Cleaning
Data Transformation
Insights Generation

Disclaimer

Technical Architecture of the Project
Installation of Necessary Libraries
Extract text from a pdf document
Thresholding in OpenCV
Regular Expressions or Regex
Regex Exercise
Python class for prescription
Code Refactoring
Unit Tests using pytest
I Need a Favour

Write patient details class yourself
Extract name from a document
Extract remaining fields from a document
Write patient details class
Integrate doc parser classes into an extractor

FastAPI Basics
Write FastAPI server for our project
Integration With Frontend And Deployment

Final_Quiz Mandatory

Data Exploration

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Contents

1. Welcome to The Python Experience

Course Introduction

How Does Learning Python Can Help You?

Why Python is so Popular?

2. Project Description

Project 1: Hospitality Domain Data Analysis

Project 2: Medical Data Extraction

3. Python Basics

Python Installation - Windows

Python Installation - Linux

Python Installation - Mac

How to Download Code and Get Help If I Have a Question?

Variables

Variables - Quiz

Variables - Exercise

Numbers

Numbers - Quiz

Numbers - Exercise

Strings

Strings - Quiz

Strings - Exercise

Lists

Lists - Quiz

Lists - Exercise

Install Pycharm

If Condition

If Condition - Quiz

If Condition - Exercise

For Loop

For loop - Quiz

For loop - Exercise

Functions

Functions - Quiz

Functions - Exercise

Dictionary and Tuples

Dictionary and Tuples - Quiz

Dictionary and Tuples - Exercise

Modules and Pip

Modules and Pip - Quiz

Modules and Pip - Exercise

File Handling

File Handling - Quiz

File handling - Exercise

Classes and Objects

Classes and Objects - Quiz

Classes and Objects - Exercise

Inheritance

Inheritance - Quiz

Inheritance - Exercise

Exception Handling

Exception Handling - Quiz

Exception Handling - Exercise

4. Pandas

Pandas Introduction and Installation

Dataframe Basics

Read, Write Excel and CSV Files

Handle NA values - Part 1

Handle NA values - Part 2

Group by

Concat and Merge

5. Project 1: Hotel Data Analytics

Problem Statement, OLTP vs OLAP, ETL, Data Warehouse

Data Understanding: CSV Files

Data Understanding: Fact vs Dim table, Star vs Snowflake Schema

Data Exploration

Data Cleaning

Data Transformation

Insights Generation

6. End Note

Disclaimer

7. Project 2: Prescription Document

Technical Architecture of the Project

Installation of Necessary Libraries

Extract text from a pdf document

Thresholding in OpenCV

Regular Expressions or Regex

Regex Exercise

Python class for prescription

Code Refactoring