SAMANTUS

WEB TRAINING INSTITUTE

PYTHON FOR
DATA ANALYTICS

Complete Beginner-to-Advanced Training Manual — Web Edition

20 Modules 15 Capstone Projects 5 Cheat Sheets

Part 1 · Core Modules

From your first line of Python to full data-analytics workflows.

MOD 01 Introduction to Python MOD 02 Python Basics MOD 03 Strings MOD 04 Numbers MOD 05 Conditional Statements MOD 06 Loops MOD 07 Functions MOD 08 Data Structures MOD 09 Exception Handling MOD 10 File Handling MOD 11 Object-Oriented Programming MOD 12 Python Modules MOD 13 NumPy MOD 14 Pandas MOD 15 Data Visualization MOD 16 Exploratory Data Analysis (EDA) MOD 17 Python for Data Analytics — Complete Workflows MOD 18 SQL with Python MOD 19 APIs MOD 20 Automation

Part 2 · Capstone Projects

Real, portfolio-ready projects with code, charts, and business insights.

PRJ 01 Sales Analysis PRJ 02 Employee Performance Dashboard PRJ 03 IPL Data Analysis PRJ 04 Netflix Data Analysis PRJ 05 Amazon Product Analysis PRJ 06 Customer Churn Analysis PRJ 07 HR Analytics PRJ 08 Financial Analytics PRJ 09 Hospital Data Analysis PRJ 10 Marketing Campaign Analysis PRJ 11 Retail Inventory Optimization PRJ 12 Social Media Analytics PRJ 13 Real Estate Price Analysis PRJ 14 Student Performance Analytics PRJ 15 Fraud Detection Analysis

Part 3 · Bonus Cheat Sheets

Quick-reference syntax sheets to keep beside you while you code.

REF 01 Python Cheat Sheet REF 02 Pandas Cheat Sheet REF 03 NumPy Cheat Sheet REF 04 Matplotlib Cheat Sheet REF 05 Seaborn Cheat Sheet