Learn Python
Learn Python
Introduction to Python
- What is Python?
- Setting up Python and IDE
- Writing the first Python script
- Running Python scripts
Python Basics
- Variables and data types
- Basic arithmetic operations
- Comments and code readability
- Variables and data types
Strings and String Operations
- String declaration and manipulation
- String methods
- String formatting
Control Flow: Conditional Statements
if
,elif
,else
statements- Comparison and logical operators
Loops in Python
for
loopswhile
loops- Loop control statements:
break
,continue
,pass
Functions and Modular Programming
- Defining functions
- Function arguments and return values
- Scope and lifetime of variables
- Modules and the import statement
Data Structures
Lists
- Creating and modifying lists
- List methods
- Slicing and iteration
Tuples
- Creating tuples
- Tuple operations
- Immutable nature of tuples
Sets
- Creating sets
- Set methods and operations
- Applications of sets
Dictionaries
- Creating dictionaries
- Dictionary methods
- Accessing and modifying dictionary data
List Comprehensions
- Introduction to
list
comprehensions - Nested comprehensions
Error Handling with Exceptions
- Try-except blocks
- Handling multiple exceptions
finally
andelse
clauses
Working with Files
- Reading from files
- Writing to files
- File handling best practices (
with
statement)
Object-Oriented Programming
Classes and Objects
- Creating classes and objects
- Attributes and methods
__init__()
method
Inheritance
- Understanding inheritance
- Method overriding
super()
function
Polymorphism and Encapsulation
- Polymorphism concepts
- Method overloading
- Encapsulation and property decorators
Working with Dates and Time
datetime
module basics- Formatting and parsing dates
- Time manipulation
Working with Modules and Packages
- Creating and using modules
__name__ == "__main__"
concept- Structuring Python projects into packages
Regular Expressions (RegEx)
- Introduction to regular expressions
- Searching and matching patterns
- Advanced pattern matching
Python Libraries: NumPy (Basics)
- Introduction to NumPy
- Creating arrays
- Basic array operations
- Element-wise Operations
Python Libraries: Pandas (Basics)
- Introduction to Pandas
- DataFrames and Series
- Data manipulation using Pandas
Working with APIs and Web Scraping
- Introduction to APIs and
requests
library - Basics of web scraping with
BeautifulSoup
Working with JSON and XML
- Parsing JSON
- Parsing and manipulating XML
Introduction to Databases
SQLite
- Connecting to a database
- Basic
CRUD
operations - Using Python’s
sqlite3
module
MySQL
- Connecting to a MySQL database
- Executing queries
- Using Python’s
mysql-connector
module - Transactions and error handling
PostgresSQL
- Connecting to a PostgreSQL database
- Executing queries
- Using Python’s
psycopg2
module - Transactions and error handling
MongoDB
- Connecting to a MongoDB database
- Executing queries
- Using Python’s
pymongo
module - Transactions and error handling
Testing and Debugging Python Code
- Writing unit tests using unittest
- Using assert statements
- Debugging techniques
Introduction to Functional Programming
- Lambda functions
map()
,filter()
, andreduce()
functions- Higher-order functions
Decorators and Generators
- Understanding decorators
- Writing custom decorators
- Introduction to generators and
yield
keyword
Working with Multithreading and Multiprocessing
- Introduction to threads and processes
- Basic thread and process creation
- Thread synchronization
Advanced Python Topics
- Context managers
- Metaclasses
- Memory management in Python
Building and Deploying a Python Project
- Project planning and development
- Version control with Git
- Packaging and distributing your Python application