What is Python

Who should Learn Python?

Why Python

How to learn Python

Basics Of Programming

Python Installation & Setup

My First Python Program

Instruction Execution in Python

Variables

Taking User Input

Build Calculator Exercise

Strings from Beginning

String Manipulation

Working With Numbers

Intro to DataStructures

Lists in Python

List Methods

Number List Manipulation

Tuples

If Else Statements

Logical Operators

Comparison Operators

Build a Converter App

Loops Intro

While Loop

Guessing Game Project

For Loops In Python

2D Lists & Nested Loops

Dictionaries

Functions Intro

Parameters in Functions

Return Statements in Functions

Word Counter Exercise

Intermediate Project - Student Management System

Handling Errors

Generic Exceptions & Finally

Modules

Packages in Python

File IO

Object Oriented Programming (OOPs)

Classes and Objects

PyPI And Pip

Coding Standards

Price Tracker App - Intro

Price Tracker App - Intro

Web Scraping Using Beautiful Soup

Parsing Data

Dynamic Multiple Inputs

Price Check Logic

Write Output File

Project Wrap Up

Python Career Path

Welcome to this course

What is Database?

Installing MySQL

Alternative Mysql Installation

Xampp-2

Creating a database

Creating first table

Insert Value to table

Select statement

logical AND and OR

BETWEEN and NOT Operator

Primary Key, Default and Null

Customers table

Testing the customer table

Answering questions

Getting specific data

Updating the customers table

Deleting the customers table

Aggregate Functions

CONCAT()

REPLACE()

SUBSTRING()

CHAR_LENGTH()

UPPER()

Look into Distinct

ORDER BY

LIMIT

Pattern Matching

COUNT()

GROUP BY

MIN MAX and SUBQUERIES

GROUP BY with MAX and MIN

SUM and AVG

having

foreign key

largedataset

Data types Integer and String

DATE, DATETIME and JSON

date time code

let's Join

Types of JOINS

INNER JOIN

Relationships in MYSQL

join 3 tables

LEFT JOIN

Right Join

OUTER JOINS & UNIONS

Views

Indexes

Assignment Info

What is Data Analytics

Applications Of Data Analytics

Steps in Data Science

Career Roles in Data Science Field

Tools For Data Science

Why Pandas?

Reading Data and Iterate through each Row

Description of data and sorting

Saving Data

Filtering Data, Reset Index, Regex Filtering and Conditional Changes

Aggregate Statistics using Groupby

Working with huge data

The Basics of Numpy

Accessing Specific Elements

Initializing Different Arrays

Basic Mathematics, Statistics and Linear Algebra

Reorganizing Arrays & copy variable

Load data, Advanced Indexing and Boolean Masking

Data Visualization - What is MatPlotLib?

Data Visualization - Line Graphs and ShortHand Notations

Data Visualization - Bar Graphs in MatPlotLib

Data Cleaning - Introduction, Data & Null Values

Data Cleaning - Removing Column and Rows

Data Cleaning - Normalizing Data

Capstone Project Part-1

Capstone Project Part-2

Capstone Project Part-3

Capstone Project Part-4

Capstone Project Part-5

Capstone Project Part-6

What is Machine Learning

Applications of Machine Learning

AI vs Ml vs DL

Types of Learning

Machine Learning LifeCycle

Traditional Software Engineering vs Machine Learning

Basics Summary

Jupyter Notebook Setup

Google Colab - Intro & Basic Setup

DataSet - What, Where , How

Kaggle Intro

Kaggle - Building a Profile

Kaggle - Working with Notebooks

Kaggle - Sharing a Notebook

Kaggle - Dataset Upload

Kaggle - Link Dataset to Notebook

Python Fundamentals Recap

Python Recap Installing Library

Data Visualization using Python - Intro to Matplotlib

Intro to Numpy in Python

Intro to Pandas in Python

Intro to PIL/OpenCV

ML Frameworks - Intro to Scikit-learn, TensorFlow, Pytorch

Intro to Linear Regression

Linear Regression - Understanding Data

Linear Regression - Loading Data

Linear Regression - Build & Test a Model

Linear Regression - Finding Linearity

Linear Regression - Understanding Linear Function and Slope

Linear Regression - Merging Math Line & Training Data

Linear Regression - Manual Training Line of Best Fit Regression Line

Linear Regression - Root Mean Squared Error

Linear Regression - Inferencing

Linear Regression - Coefficient & Intercept

Linear Regression - Bias & Variance

Linear Regression - UnderFitting vs Overfitting

Linear Regression Summary

Logistic Regression Intro

Logistic Regression - Data Setup

Logistic Regression - Data Cleanup & Feature Engineering - Part 1

Logistic Regression - Data Cleanup & Feature Engineering - Part 2

Logistic Regression - Data Cleanup & Feature Engineering - Part 3

Logistic Regression - Predicting Future Tips Data - Part 1

Logistic Regression - Predicting Future Tips Data - Part 2

Logistic Regression - Predicting Future Tips Data - Part 3

Logistic Regression - Predicting Future Tips Data - Part 4

Logistic Regression - Predicting Future Tips Data - Part 5

Logistic Regression - Theoretical Understanding - Part 1

Logistic Regression - Theoretical Understanding - Part 2

Logistic Regression - Theoretical Understanding - Part 3

Logistic Regression Summary

Intro to Linear Regression

How ML Algorithms Learn - Part 1

How ML Algorithms Learn - Part 2

How ML Algorithms Learn - Part 3

Naive Bayes - Intro

Naive Bayes - Classification vs Regression

Naive Bayes - What is Customer Segmentation

Naive Bayes - Data Cleanup And Feature Engineering

Naive Bayes - Train & Test

Naive Bayes - Confusion Matrix

Naive Bayes - How it Works?

Naive Bayes - Summary

Decision Tree - Overview

Decision Tree - Understanding DataSet

Using Decision Tree

What is Decision Tree

How To Use Decision Tree

How to Use Decision Tree Continued

Decision Tree - Genie Impurity

Visualize Decision Tree Model

Random Forest

Decision Tree - Summary

Intro to Image Processing

Convert Image Data to Features - Part 1

Convert Image Data to Features - Part 2

Train & Evaluate Model

Model Saving & End-To-End Prediction

Capstone Summary

What to Learn Next

Project Intro

Project Option 1

Project Option 2

Power BI Live -Day 01

Power BI Live -Day 02

Power BI Live - DAY 03

Power BI Live - Day 04

Power BI Live - Day 05

Power BI Live -Day 06

Power BI Live -Day 07

Power BI Live -Day 08

Power BI Live -Day 09

Power BI Live -Day 10

Power BI Live -Day 11

Power BI Live -Day 12

Power BI Live -Day 13

Power BI Live -Day 14

Power BI Live -Day 15

Power BI Live -Day 16

Power BI Live -Day 17

Power BI Live -Day 18

Power BI Live -Day 19

Power BI Live -Day 20

Power BI Live -Day 21

Power BI Live - Day 22

Power BI Live -Day 23

Power BI Live -Day 24

Power BI Live - Day 25

Power BI Live -Day 26

Power BI Live -Day 27

Power BI Live -Day 28

Power BI Live -Day 29

Power BI Live-Day 30

Power BI Live -Day 31

Power BI Live -Day 32

Power BI Live - Day 33

Sample Data

Introduction

Account Setup and networking basics

VPC Basics with IGW Hands On

Private and Public Subnet ,Bastion Host ,NAT Gateway

Security Groups Vs NACL , VPC Peering Hands On

VPC peering types with limitations on transitive peering and revision on

AWS Transit gateway , vpc project

AWS Hands-on TGW , CA-TGW

AWS VPC Project Explanation , IAM Introduction

AWS Roles , CLI User Demo , IAM Cross Account Access Hands On

IAM Hands on Projects

EC2 introduction , EC2 hands on

EC2 Lifecycle , EBS Snapshots Hands-On

Create Image , Tomcat server Installation

AWS Backup , AWS SNAPSHOTS , LCM HANDS ON , LOAD BALANCERS Day-15

Application load balancer Hands-On - Part 1

Application load balancer Hands-On - Part 2

Autoscaling Hands-On

S3 Buckets - Part 1

S3 Buckets - Part 2

Route 53

Building Static Website

Relational Database Service(RDS)

Server less Architecture

DevOps Day 01()

DevOps Git Introduction Day-02

DevOps Git Architecture Day-04

DevOps Git Branching Day-05

DevOps Overview of Git Day-06

DevOps Git Merge , Stash , Conflicts Day-07

DevOps AWS Assignment Solution Day-08

DevOps Maven Part 01 Day-09

DevOps Maven Part 02 Day-10

DevOps Maven Part 03 Day-11

DevOps Jenkins Introduction Day-12

DevOps Jenkins Part 2 Day-13

DevOps Jenkins Part 3 Day-14

DevOps Day-15

DevOps Ansible part 1 Day-16

DevOps Day-17

DevOps Day-18

DevOps Day-19

DevOps Day-20

DevOps Day-21

DevOps Day-22

AWS & DevOps Resume Building Session

DevOps Project