All About Python

• Origin
• History
• Scope, popularity, future of python
• Achievements of Python
• Mega Projects hosted in Python

Python Installation and Environment Setup

• Flavours of python like Ipython, Cpython, PYPY etc
• Development Environment &Requirements
• Installation on windows
• Installation on Linux
• Installation on mac
• IDE of Python IDLE, Jupyter, PyCharm, Vscode, vim

Writing first program in python

• Vim and command line creating first hello program in python
• Vscode & PyCharm as IDE
• Jupyter-Notebook and it’s features for fast, simple learning process

 Syntax of python

• Python coding Style
• Indentation
• Comments in python
• Keywords in python
• Built-in functions in python

 Data type and Data Structures

• Numbers
• Strings
• List
• Dictionary
• Tuples
• Sets
• Frozen Sets
• Type Casting

Control Statements

• Flow diagrams
• If – else
• Nested if else

 Looping in Python

• For Loop
• While Loop
• Break
• Continue
• Else with loop

Functions in Python

• Built-in Functions zip, enumerate, eval
• exec, min, max, ord, chr, sorted, reversed
• len, sum, power, divmod etc.
• Defining Custom Functions
• Function Calling
• Scope Resolution global, local, nonlocal scope
• Code Reusability
• Recursion

Advance Functions in Python

• Lambda anonymous function
• Map & Reduce function
• Filter function
• Lazy Evaluation

Closures and Decorators in Python

• Memorization using closures
• Writing extensible functions using Decorators
• Decorators to implement oops like functionality to functions

OOPS

• Encapsulation
• Abstraction
• Data hiding
• Data Security
• Access Control
• Inheritance
• Polymorphism
• Overriding
• Operator Overloading
• Classes
• Objects
• Implementing Data Structures using OOPs
• Message Passing and Share Space in OOPs

Advance OOPs

• Name Mangling in OOPs
• MRO (Method Resolution Order)
• Meta Classes
• Slots
• Properties
• Class methods
• Static methods

Implementation of Data Structures in Python

• Implementing Stack
• Implementing Queue
• Implementing Link-List

Generators & Iterators in Python

• Memory Optimization Techniques
• Lazy Evaluation
• Custom Generators & Decorators
• Zip like generator objects and their working

Exception Handling

• Exceptions and Errors
• Built in Exceptions
• Handling Exceptions
• else keyword with exception
• finally, keyword to define Clean Up Actions
• Custom Exception using raise keyword
• Assertion Error, assert keyword for assertions
• Creating Custom Exception Class

File Handling

• Type of file formats and their significance
• File Creation and writing data to files
• Reading data from a file
• Overwriting files
• Dealing with excel sheets, csv files
• Making data persistent to create real life projects

Data Serialization

• Serialization and De-Serialization
• Serializing python objects using pickle, json and shelve modules
• Deserializing Object State to read data from byte file or from network
• Storing Custom Objects to make state machines

Installing Third Party Modules in Python

• Pip (Python Package Installer)
• Installing packages and modules using pip
• pypi (python package index) repository for package lookup
• Offline installation of a package using pip

 Database Connectivity

• Concept of Data Base Management Systems
• Using sqlite3 to store lite data in database like format
• CRUD (Create, Read, Update, Delete) Operations
• Data Base Connectivity in Python

Modules and Packages in Python

• Module name space
• If __name__ ==  “__main__” in Python
• Defining Custom Modules
• Creating Packages in Python
• Testing Packages
• Importing and using custom packages
• Adding custom modules to library

Standard Library in Python

• Os and Sys Module to interact with Operating System
• Shutil Module to copy, paste and delete files
• Subprocess Module to execute commands & their output
• Zlib for data compression
• Time & Datetime Module for time management

Graphical User Interface using Tk

• GUI basics
• Widgets like button, label, frame, canvas, radio buttons
• Check Buttons, dropdown menus, scroll bars
• Progress Bars, message box, text box, entry widget etc
• Geometry Managers like place, grid, and pack
• Dialog box, top level window implementation

Virtual Environment

• What is Virtual Environment
• Difference between Production and Development Environment
• Package versions and their importance in projects
• Creating a separate environment for Python Projects
• Activating Virtual Environment
• Installing Different Version of packages in different environments
• txt file
• README file

APIs

• Application Programming Interfaces
• Accessing Google place APIs
• Accessing Facebook Graph API
• Weather API & Others

GitHub

• Self-Paced through video

Flask Web Framework of Python

• Installation and Configuration of Flask
• Hello World to web using Flask
• Templates
• Jinja2 Template Rendering (Include and Extending)
• Handling GET and POST requests in Flask
• Integrating HTML, CSS, Flask together
• Web Forms
• Cookies and Sessions in Flask
• Database in Flask

Data Science & Machine Learning Overview

• Data Science & Machine Learning Pipeline
• Stats & Probability
• Numpy, Pandas, Matplotlib
• Machine Learning Implementation

Computer Vision

• Image Processing
• OpenCv Module
• Face detection