Python
Beginner Level
Introduction to Python
Overview of Python and its features
Installing Python and a code editor
Running Python programs
Writing your first "Hello, World!" program
Variables and Data Types
Understanding variables and their purpose
Working with different data types (strings, numbers, booleans)
Basic operations and expressions
Control Flow and Loops
Conditional statements (if-else, nested if-else)
Looping structures (for loop, while loop)
Using break and continue statements
Lists and Tuples
Understanding lists and tuples
Accessing and modifying list elements
List operations (slicing, concatenation, sorting)
Working with nested lists
String Manipulation
String operations (concatenation, slicing, length)
Common string methods (split, join, replace)
Formatting strings
Functions
Defining and calling functions
Function parameters and return values
Scope and lifetime of variables
Recursive functions
Dictionaries and Sets
Introduction to dictionaries and sets
Adding, accessing, and modifying dictionary elements
Common dictionary methods
Set operations (union, intersection, difference)
File Handling
Opening, reading, and writing files
Manipulating file content
Working with file paths
Handling exceptions in file operations
Introduction to Modules and Packages
Importing and using modules
Creating and using packages
Exploring commonly used modules (math, random, datetime)
Introduction to Object-Oriented Programming (OOP)
Understanding OOP concepts (classes, objects, inheritance)
Defining classes and creating objects
Working with class attributes and methods
Encapsulation, inheritance, and polymorphism
Intermediate Level
Error Handling and Exceptions
Understanding exceptions and their types
Using try-except blocks
Handling specific exceptions
Raising custom exceptions
Working with Files and Directories
File management operations (copying, moving, deleting)
Navigating directory structures
Working with file metadata (permissions, timestamps)
Using the
os
andshutil
modules
Regular Expressions
Introduction to regular expressions
Pattern matching and searching
Replacing and manipulating strings using patterns
Using the
re
module
Working with JSON and CSV Data
Reading and writing JSON data
Parsing and manipulating JSON structures
Reading and writing CSV files
Using the
json
andcsv
modules
Functional Programming Concepts
Working with lambda functions
Using map, filter, and reduce functions
Understanding generator functions and iterators
Exploring the
itertools
module
Database Interaction with Python
Introduction to relational databases
Connecting to databases (SQLite, MySQL, PostgreSQL)
Executing SQL queries with Python
Using the
sqlite3
or an ORM library likeSQLAlchemy
Web Scraping and Data Retrieval
Introduction to web scraping
Parsing HTML with libraries like
BeautifulSoup
Scraping data from websites
Handling authentication and pagination
Introduction to GUI Programming
Overview of GUI frameworks (Tkinter, PyQt, Kivy)
Building simple graphical interfaces
Handling events and user input
Creating interactive applications
Working with APIs
Overview of RESTful APIs
Making HTTP requests with Python
Parsing JSON responses
Building API clients and wrappers
Testing and Debugging
Importance of testing and test-driven development
Writing and running unit tests with
unittest
orpytest
Debugging techniques and tools
Code profiling and optimization
Advanced Level
Advanced OOP Concepts
Advanced inheritance and multiple inheritance
Method resolution order (MRO)
Abstract classes and interfaces
Operator overloading and magic methods
Concurrency and Multithreading
Introduction to concurrency
Working with threads and processes
Synchronization and thread safety
Using the
threading
ormultiprocessing
modules
Asynchronous Programming
Introduction to asynchronous programming
Working with coroutines
Decorators and Metaprogramming
Understanding decorators and their purpose
Creating and using decorators
Writing class decorators
Metaprogramming techniques using decorators
Context Managers and Resource Management
Introduction to context managers
Using the with statement
Creating custom context managers
Resource management and cleanup
Advanced File I/O and Serialization
Advanced file handling techniques
Working with binary files
Serializing and deserializing Python objects
Using libraries like pickle and marshal
Networking and Socket Programming
Introduction to networking concepts
Working with sockets and network protocols
Creating client-server applications
Implementing network communication
Web Development with Python
Overview of web development frameworks (Django, Flask)
Building web applications with Python
Handling routing, templates, and forms
Database integration and ORM usage
Data Science and Data Analysis
Introduction to data science and its applications
Working with data manipulation libraries (NumPy, Pandas)
Data visualization with Matplotlib or Seaborn
Analyzing and interpreting data
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