OBJECTIVE

This course gives an introduction on machine learning using python & will discuss topics necessary for the participant to be able to deal with web framework using Django and host using AWS.

2 Months / 72 Hours

COURSE OUTLINE

INTRODUCTION TO PROGRAMMING & PYTHON INSTALLATION

• Overview of Programming Languages
• Machine language
• Assembly language
• High level language
• History of python
• What is python?
• Features of python
• Why python is important?
• Starting python in different execution modes
• Installation python in Ubuntu
• Installing python in windows
• Commenting in python

BASICS OF PYTHON PROGRAMMING

• Introduction
• Python character set
• Tokens
• Values & types
• Variables
• Variable name & keyword
• Data Types: Int, float, complex Number, Boolean & string
• Input & Print Function
• Formatting Number & string

OPERATORS & EXPRESSIONS

• Operators & operands
• Arithmetic Operators: Unary, Binary
• Bitwise Operators: AND, OR, XOP, Right Shift, Left Shift
• Boolean Operators: not, and, or

DECISION & LOOP CONTROL STATEMENTS

• Boolean Expression & relational operators
• Decision making statements
• The if statement
• The If-else statement
• Nested if statement
• Multi way if else statements
• Conditional expressions
• While Loop
• Range function
• For loops
• Nested loops
• Break statement
• Continue statement

FUNCTIONS

• Syntax & basics of a function
• Use of a function
• Function calls
• Type conversion
• Type coercion
• Math functions
• Compositions
• Adding new functions
• Definitions & use
• Flow of execution
• Parameters & arguments in a function
• Positional arguments
• Keyword arguments
• Parameter with default values
• Local & global scope of a variable
• Function with results
• Return statements
• Recursive function
• Lambda function
• STRINGS
• Str class
• Inbuilt Python Strings
• Index operator
• Traversal & the for loop
• String operators: String slice, String slice with step
• String operators
• Find function
• Looping & counting
• The string module

LISTS

• List values
• Create, Accessing elements
• List length, membership
• List & for loops
• List operations
• List slices [Start:end]
• List deletion
• Object & values
• Passing list to a function
• Cloning lists
• Nested list
• Strings & lists

TUPLES, SET & DICTIONARIES

• Tuples
• Introduction to tuples
• Creating tuple
• Tuple assignment
• Tuple function
• Indexing & slicing
• Tuples as return values
• Random numbers
• Counting
• Operations on tuples
• Sets
• Creating sets
• Python set class
• Set operations
• Dictionaries
• Basics of dictionaries
• Creating a dictionary
• Add, Replace, retrieve, format, delete items in a dictionary
•  

OBJECT ORIENTED PROGRAMMING: CLASS, OBJECT & INHERITANCE

• Classes and object
• Adding attribute to a class
• Accessing attribute to a class
• Assigning value to an attribute
• Self-parameter and adding methods to a class
• Constructor & destructor
• Classes & functions
• Method overloading
• Operator overloading
• Object class
• Inheritance
• Multilevel, multiple inheritance
• Method overriding

FILES & EXCEPTIONS

• Text Input & output
• Opening, writing, reading, closing a file
• Directories
• Exceptions
• Try, Except & finally

DEBUGGING, DATABASES & PROJECT SKELETONS

• SQLite3 and MySQL Database Connection & Database Queries
• Debugging Python Project
• Creating Project Skeleton

SEARCHING & SORTING (ADVANCED TOPIC – OPTIONAL)

• Linked List
• Stack
• Queues

1 CERTIFICATE

1. ★ G-TEC Certificate