Jupyter Notebook Overview

Installing Anaconda [for Windows]

Installing Anaconda

Course Orientation

Input in Python

Print, Variable and Datatypes

Conditional Statements

Operators in Python

Break and Continue

Strings

String Functions

List Comprehension

Tuples

Lists

Sets

Dictionaries

Default Arguments in Functions

Function Introduction

Args and kwargs

In-built Functions

What is name == ' main '

Custom Modules

What are Python Modules

OOPS Classes and Objects

Constructors

Instance Methods

Class Variables

Add die() method

Magic Functions

Add kill() method

Polymorphism

Inheritance

What is Data

What is Statistics & Probability

Types of Statistics

Population Vs Sample

Normal Distribution

Histograms

Range, Variance, Deviation

Mean, Mode, Median

Standardization

Marginal, Joint and Conditional Probability

Bayes Theorem

Questions on Probability

Numpy Arrays

Why Numpy

Special Arrays in Numpy

More Operations in Arrays

Basic Operations in Numpy Arrays

Shape Manipulation

Indexing and Masking

Numpy Assignment

Broadcasting

Vectorisation

Pandas Introduction and Series

Masking and Boolean Indexing

Introduction to DataFrames

Indexing in DataFrames

Iris Dataset

Concatenate DataFrames

Handling Missing Data

Grouping Data

Output Files

Pandas Assignment

Merging DataFrames

Bar Graph

Introduction to Matplotlib - Line Plots

Scatter Plot

Pie Chart

Creating Subplots

D Plots

Histograms

Working with Images

Visualising Iris Dataset

Border Image Challenge Solution

Movie Visualisation Challenge

Movie Visualisation Challenge - Solution

Resizing and Blurring Images

OpenCV Introduction

Convert ColorSpaces

Image Translation and Edge Detection

Image Rotation

Read Video from WebCam

Terminating WebCam

Face Detection in Real Time

Face Detection Code

Challenge Create a Smile Detector

Face Detection Algorithm

Challenge Solution Create a Pokemon Collage

Challenge Create a Pokemon Collage

Challenge Solution Create a Smile Detector

Challenge Visualize Titanic Dataset

Visualizing Tips Dataset

Seaborn Categorical Plots

Seaborn Basics

Web APIs - requests

Scrape an Image

Web APIs - II

BeautifulSoup Introduction

Extracting all Countries

Creating countries.csv

Extracting Information of one country

Understanding the structure of an HTML Page

Cleaning csv file

Scraping One quote

Project Scraping Inspirational Quotes

Scraping Quotes from Multiple Pages

Scraping Vs. Crawling

Creating first Scrapy project

Creating quotes spider

Extracting data using spider

CSS selectors

Finding all URLs

Challenge Scrape the Books

Challenge ScrapeBooks Solution - I

Challenge ScrapeBooks Solution - III

Challenge ScrapeBooks Solution - IV

Challenge ScrapeBooks Solution - II

Selenium Introduction

Selenium first Program

Interacting with Web Pages - II

Interacting with Web Pages

Get Dynamic Data

Automate Facebook Birthday wishes

Automate Facebook Birthday wishes - II

Scrape CollegeDunia

Challenge Scrape JustDial

Scrape CollegeDunia - II

Introduction to Databases and SQL

Types of SQL Commands

Creating and Deleting Databases

Installing MYSQL on Mac

Creating and Deleting Tables

Insert Records in a Table

Alter Command

Table Constraints

SQL SELECT Command

LIMIT OFFSET ORDERBY

WHERE Clause

Logical Operators

SQL UPDATE and DELETE

Aggregate Functions

Normalization

GROUPBY and HAVING

JOINS

INNER JOIN

DCL GRANT, REVOKE

LEFT, RIGHT, FULL JOIN

SQL in Real Dataset

AI Vs. ML Vs. DL

Basic Example of Machine Learning

Computer Vision Vs. Natural Language Processing

How do Machines Learn

Types of Machine Learning

Applications of Machine Learning