INTRODUCTION TO DATA SCIENCE AND PROGRAMMING

• What is Data Science?

• Introduction to Programming.

• What is Algorithm and how to write your own?

• Need for Data-Driven Decisions.

• Introduction to various Data Science tools.

Python – Functions and Modules

• Using Inbuilt Python Functions

• Creating Your Own Functions in Python

• Modules and Packages in Python

• Create your own Python Module

Data handling in Python

• Introduction to Numerical Python aka NumPy

• NumPy operations 

• Handling Images in Python

• Handling other forms of Data in Python 

Visualization and Data Exploration

• Introduction to Data Visualization 

• Basic Charts and Dashboards

• Descriptive Statistics, Dimensions and Measures

• Visual analytics: Storytelling Through Data 

• Introduction to Visualisation Libraries – Matplotlib and Seaborn

• Various types of Visualisations in Matplotlib

• Searborn Advantage

• Interactive visualisation in Python

Image Manipulation

• Reading Images in Python

• Image to numeric data

• Image manipulations using pillow

• Image manipulation using NumPy

MarkDown Scripting language

• Clean Projects using Markdown

• Convert Notebooks into projects

• Clean Scripting without fanfare of HTML

• Write anything using MarkDown

DOMAIN EXPOSURE

• Marketing & Retail Analytics – RETAIL DASHBOARD

• Web & Social Media Analytics – WHATSAPP CHATS ANALYTICS

• Finance Analytics – SHARE PRICE PREDICTION

• Create your own App – GUI BASED APP IN PYTHON

Python – Core Python Programming

• Introduction to Python

• Python Literals

• Data Structures

• Objects and Operators

• Control flow statements and Loops

• Errors and Exception handling

Reading and Writing files from Python

• Open any external file in Python

• Write our data from python to External file

Data Manipulation in Python

• Introduction to Pandas

• Tabular Data handling by pandas

• Data manipulation 

• Data Cleaning and Data Preparation

• Filtering, sorting and Grouping 

• Pivot Tables in Python

• Excel like Operations in Python

Text Analytics

• Introduction to non-conventional Data

• Reading Text files in Python

• Manipulating Text data

• Text cleaning and data preparation

• Text analytics

• WordClouds from Textual Data

• Text Encoding to numerical data

Task Automation using Python

• Automate some of your task using Python

• Reduce the repetitive tasks to simple codes

• Smart work in Python as compared to Hard work in Excel

SQL - DataBase language

• Introduction to SQL

• Querying DataBase using SQL

• SQL queries for Join and Grouping

• Integration of SQL in Python