Understanding the Data Landscape

The rise of data in modern organizations

Key roles: Business Analyst, Data Analyst, Data Scientist, Data Engineer & Architect How each role contributes to business success

Exploring Data Science Careers

Overview of core and specialized roles: Data Strategist, Data Architect, Data Engineer, BI Analyst, Data Product Manager

Mapping your career path in data and analytics

Collaboration across the data ecosystem

SQL — Foundation of Data Analytics

Introduction to SQL and relational databases

Writing queries to extract and analyze data

Best practices for data retrieval and reporting

Power BI — Data Visualization Made Simple

Connecting, transforming, and visualizing data

Creating dashboards and sharing insights

Using Power BI Desktop, Service, and Mobile

Machine Learning — From Data to Intelligence

Understanding supervised, unsupervised & reinforcement learning

End-to-end ML workflow: training to deployment

Real-world ML use cases and applications

• Introduction to Python

• Python Market Domination

• Python's use in Industries

• Python Installation

• Running first python code.

• Understanding IDE- idle

• Pycharm Installation

• Writing first code in IDE

• How Pycharm is better than idle

• Variable swapping

• Understanding python.exe

• Python Executables' location

• Printing string

• End statement

• Variables

• Variables - Naming convention &

• Rules

• Duck typing

• Python variable types

• Accepting user input

• Operations: Addition

• Python Memory Allocation

• Comparing Python & Java

• Pyobject Overview

• Finding Memory address to variable

• Decision Making Statements

• If statement

• Nested if statement

• If-else statement

• If-elif-else statement

• Exercise: Finding Odd/Even Numbers

• Exercise: Accepting input & operation option

• Operators & Types Overview

• Arithmetic operator & Types

• Associativity of Operators

• Associativity of Exponentiation

• Comparison Operators & Types

• Assignment Operators & Types

• Logical Operators & Types

• Bitwise Operator

• Shift Operator

• Identity Operator

• Membership Operator

• Introduction to Python Data Types

• Python Numbers

• Number as Integer

• Number as Float

• Introduction to String

• Defining String

• String Length

• Escape Sequence

• String Indexing

• String Slicing and Reverse Slicing

• Palindrome Sequence

• List

• List Initialization & Data Types

• List Indexing

• List - Ordered, Muteable &

• Homogeneuos

• Tuple

• Tuple Initialization

• Use of comma in tuple

• List Vs Tuple

• Dictionary

• Key value pair & Items

• Dictionary Initialization

• Fetching Dictionary Values with Keys

• Dictionary - Muteable &

• Homogeneuos

• Sets

• Set Initiatlization

• Property Comparison b/w List,

• Tuple, Dictionary & Set

• For Loop

• Syntax & Range

• For Loop in action

• For Loop - Incrementing Value - Overview

• For Loop - Incrementing Value - Solution

• Reverse For Loop

• Fetching Element - For Loop

• Fetching Element - Indexing

• Examples

• Nested For Loop

• For Loop - List, Tuple, Dictionary & Set

• While Loop

• Infinite While Loop

• End Condition

• Continue Statement

• Break Statement

• Patterns

• Pattern 1: Pyramid

• Pattern 2: Inverse-Pyramid Pattern

• Pattern 3: Right Star Pattern

• Pattern 4: Inverse of Right Star Pattern

• Pattern 5: Triangle Pattern

• Pattern 6: Inverse Triangle Pattern

• Pattern 7: Diamond Pattern

• Pattern 8: Hourglass Pattern

• Pattern 9: Numeric Pyramid Pattern 1

• Pattern 10: Numeric Pyramid Pattern 2

• Pattern 11: Even Number Pyramid Random Library

• Project 1: Game

• Project 2: Phone Application