Python - Intermediate Level (12 Sessions)
MODULE-1: INTRODUCTION TO PYTHON
- Introduction and History of Python
- Various Python Distribution Vendors & Text Editors
- Python Installation (Windows, Mac, Linux)
- Introduction to Jupyter Notebook
- Exercise
MODULE-2: VARIABLE AND DATA TYPES
- Operators and Order of Operations
- Naming and Using Variables
- Data Types (Strings, Numbers)
- Working, Concatenation, and Conversion of Strings
- String Operations
- Expression, Comments, Using the Input() function
- Exercise
MODULE-3: DATA STRUCTURES: LISTS & SETS
- Create a List
- List of Lists
- Subsetting Lists
- Manipulating Lists
- Delete List Elements
- Inner working of Lists
- Slicing and Dicing
- Properties of Sets
- Access to Sets
- Manipulating Sets
- When to use Sets
- Exercise
MODULE-4: DATA STRUCTURES: TUPLES & DICTIONARIES
- Understanding of Immutability Nature
- Creating a Tuple
- Access Tuples
- When to Use Tuples
- Idea Behind Dictionaries
- Create a Dictionary
- Access a Dictionary
- Dictionary Manipulations
- Dictionaries to Data Frames
- Exercise
MODULE-5: CONDITIONAL STATEMENTS AND LOOPS
- IF, IF-ELSE, IF-ELIF-ELSE Statements
- Multiple Conditions and Multiple IF Statements
- WHILE and FOR Loops
- Nesting Loops
- Break Command and Avoiding Infinite Loops
- Understanding Iterators
- Applying Iterators on Data Structures
- Exercise
MODULE-6: FUNCTIONS AND EXCEPTIONS HANDLING
- Methods and Functions Overview
- Defining and Calling Functions
- Returning a Value & Modules
- Working with Functions and Comprehensions
- Lambda Expressions, Map and Filter Functions
- Handle Possible Errors
- Exception Handling (Try-except, Try-except-finally, etc.)
- Exercise
MODULE-7: PROGRAMMING ALGORITHMS
- Algorithm Basics
- Search
- Sort
- Factorial
- Even or Odd
- Target Sum
- Print Pattern
- Recursion
- Time Complexity
- Two Pointer
MODULE-8: DATA ANALYSIS (NumPy and Pandas)
- Data Analysis Introduction
- Data Analysis using Pandas
- Pandas Series
- Pandas Data Frames
- Manipulating Data in Data Frames
- Exercise
MODULE-9: DATA VISUALIZATION
- Introduction to Matplotlib
- Installation of Matplotlib
- Plotting Line Graphs, Histograms, Bar Charts, Scatter plots and more
- Exercise
MODULE-10: OBJECT-ORIENTED PROGRAMMING
- Object Oriented Programming
- Defining Classes and Objects
- Defining Methods
- Inheritance and Polymorphism
- Exercise
Classes
Duration
