Python Courses
Introduction to Python
- Introduction to Python programming language
- History and evolution of Python
- Features and advantages of Python
- Installing Python (Windows, macOS, Linux)
- Setting up Python development environment (IDEs: PyCharm, Jupyter Notebook, VS Code)
- Writing and running Python scripts
- Understanding Python syntax and indentation
- Comments and docstrings in Python
- Python version control and management (virtual environments)
Basic Python Syntax and Data Types
- Python variables and data types (int, float, string, boolean)
- Type conversion and casting
- Operators in Python (arithmetic, assignment, comparison, logical, bitwise)
- String manipulation and formatting
- Working with numbers (math module)
- Input and output operations (input function, print function)
- Control flow statements (if, elif, else)
- Looping structures (for loops, while loops)
Functions and Modules
- Defining and calling functions
- Function arguments (positional arguments, keyword arguments, default arguments)
- Variable scope (local variables, global variables, nonlocal keyword)
- Recursion and recursive functions
- Anonymous functions (lambda functions)
- Built-in functions and modules (math, random, datetime, etc.)
Composite Data Types
- Lists: Creating lists, indexing, slicing, list methods (append, extend, insert, remove, pop, etc.), list comprehension
- Tuples: Creating tuples, accessing elements, tuple methods, immutable nature
- Dictionaries: Creating dictionaries, accessing elements, dictionary methods, iterating through dictionaries
File Handling and Exception Handling
- Opening and closing files (open function, with statement)
- Reading and writing text files
- Reading and writing binary files
- File and directory manipulation (os module, shutil module)
- Exception handling in Python (try-except-else-finally)
- Handling specific exceptions (except clause, multiple except clauses)
- Raising exceptions (raise statement, custom exceptions)
Building GUI Applications with Tkinter
- Introduction to GUI programming
- Setting up a GUI application with Tkinter
- Creating widgets (buttons, labels, entry fields, etc.)
- Layout management with Tkinter (pack, grid, place)
- Event handling in Tkinter
- Building interactive GUI applications
- Best practices for designing user-friendly interfaces
Data Visualization with Matplotlib and Seaborn
- Introduction to data visualization
- Creating basic plots with Matplotlib (line plots, scatter plots, bar plots, histograms)
- Customizing plots with Matplotlib (labels, titles, colors, styles)
- Introduction to Seaborn for statistical data visualization
- Advanced plotting techniques with Seaborn (box plots, violin plots, pair plots)
- Plotting geographic data with Cartopy
Database Management with Python
- Introduction to databases and database management systems (DBMS)
- Connecting to databases in Python
- CRUD operations (Create, Read, Update, Delete) with databases
- SQLite database operations in Python
- MySQL database operations in Python
- Database transactions and error handling
- Using ORMs (Object-Relational Mappers) like SQLAlchemy
Introduction to Machine Learning with Python
- Overview of machine learning concepts
- Introduction to scikit-learn library
- Loading and preprocessing datasets
- Supervised learning algorithms (classification, regression)
- Unsupervised learning algorithms (clustering, dimensionality reduction)
- Evaluating and optimizing machine learning models
- Model deployment and integration with Python applications
Object-Oriented Programming (OOP)
- Understanding OOP concepts (classes, objects, methods, attributes)
- Creating classes and objects in Python
- Constructors and destructors
- Class inheritance and method overriding
- Encapsulation and data hiding
- Polymorphism (method overloading, method overriding)
- Special methods (magic methods)
- Abstract classes and interfaces
Advanced Web Development with Django
- Introduction to Django framework
- Django project structure and configuration
- Creating Django views and URL patterns
- Django models and database migrations
Introduction to Web Development with Flask
- Overview of web development concepts
- Introduction to Flask framework
- Setting up a Flask application
- Routing and URL mapping