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2️⃣ Machine Learning
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4️⃣ Artificial Intelligence
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Master Python:
The Python Tree 👇
|
|── Basics
| ├── Variables
| ├── Data Types
| | ├── Integers
| | ├── Floats
| | ├── Strings
| | ├── Booleans
| | └── None
| |
| ├── Operators
| | ├── Arithmetic
| | ├── Comparison
| | ├── Logical
| | ├── Assignment
| | └── Identity
| |
| ├── Control Flow
| | ├── if Statements
| | ├── else Statements
| | ├── elif Statements
| | ├── while Loops
| | └── for Loops
| |
| ├── Functions
| | ├── Function Definition
| | ├── Parameters
| | ├── Return Statement
| | └── Lambda Functions
| |
| └── Built-in Functions
| ├── print()
| ├── input()
| ├── len()
| ├── range()
| └── type()
|
|── Data Structures
| ├── Lists
| | ├── Indexing and Slicing
| | ├── List Methods
| | └── List Comprehensions
| |
| ├── Tuples
| ├── Sets
| ├── Dictionaries
| | ├── Accessing and Modifying
| | ├── Dictionary Methods
| | └── Dictionary Comprehensions
| |
| └── Collections Module
| ├── Counter
| ├── defaultdict
| ├── OrderedDict
| ├── namedtuple
| └── deque
|
|── Object-Oriented Programming (OOP)
| ├── Classes and Objects
| ├── Attributes and Methods
| ├── Inheritance
| ├── Encapsulation
| └── Polymorphism
|
|── File Handling
| ├── Reading and Writing Files
| ├── Working with Text Files
| └── Working with CSV and JSON
|
|── Exception Handling
| ├── try...except Blocks
| ├── else and finally Clauses
| └── Custom Exceptions
|
|── Modules and Packages
| ├── Creating Modules
| ├── Importing Modules
| ├── Standard Library
| └── Creating Packages
|
|── Virtual Environments
| ├── venv
| ├── virtualenv
| └── pipenv
|
|── Regular Expressions
|
|── Functional Programming
| ├── Map, Filter, and Reduce
| ├── Lambda Functions
| └── List Comprehensions
|
|── Decorators
|
|── Generators
|
|── Threading and Multiprocessing
|
|── Working with APIs
| ├── HTTP Requests
| ├── JSON Parsing
| └── RESTful APIs
|
|── Web Development
| ├── Flask
| ├── Django
| └── FastAPI
|
|── Data Science and Analysis
| ├── NumPy
| ├── Pandas
| └── Matplotlib
|
|── Machine Learning
| ├── Scikit-Learn
| ├── TensorFlow
| └── PyTorch
|
|── Database Interaction
| ├── SQLite
| ├── MySQL
| └── PostgreSQL
|
|── Testing
| ├── Unit Testing (unittest)
| ├── Test Automation (pytest)
| └── Mocking
|
|── Version Control (Git)
|
|── GUI Development
| ├── Tkinter
| └── PyQt
|
|── Networking
| ├── Socket Programming
| └── Requests Library
|
|── Concurrency and Parallelism
| ├── Asyncio
| └── Multiprocessing
|
|── Debugging and Profiling
|
|── Best Practices
| ├── PEP 8
| ├── Docstrings (PEP 257)
| └── Code Reviews
|
|── Pythonic Idioms
|
|── Python Web Frameworks
| ├── Flask
| ├── Django
| └── FastAPI
|
|── Python in the Cloud
| ├── AWS Lambda
| ├── Google Cloud Functions
| └── Azure Functions
|
|── Data Serialization
| ├── JSON
| └── Pickle
|
|── Python in IoT
|
|── Jupyter Notebooks
|
|── Data Visualization
| ├── Matplotlib
| ├── Seaborn
| └── Plotly
|
|── Geographic Information System (GIS) with Python
|
|── Game Development with Python
| ├── Pygame
| └── Godot Engine
|
|── Python Community and Resources
|
|__ END ____
t.me/pythonresourcestp
The Python Tree 👇
|
|── Basics
| ├── Variables
| ├── Data Types
| | ├── Integers
| | ├── Floats
| | ├── Strings
| | ├── Booleans
| | └── None
| |
| ├── Operators
| | ├── Arithmetic
| | ├── Comparison
| | ├── Logical
| | ├── Assignment
| | └── Identity
| |
| ├── Control Flow
| | ├── if Statements
| | ├── else Statements
| | ├── elif Statements
| | ├── while Loops
| | └── for Loops
| |
| ├── Functions
| | ├── Function Definition
| | ├── Parameters
| | ├── Return Statement
| | └── Lambda Functions
| |
| └── Built-in Functions
| ├── print()
| ├── input()
| ├── len()
| ├── range()
| └── type()
|
|── Data Structures
| ├── Lists
| | ├── Indexing and Slicing
| | ├── List Methods
| | └── List Comprehensions
| |
| ├── Tuples
| ├── Sets
| ├── Dictionaries
| | ├── Accessing and Modifying
| | ├── Dictionary Methods
| | └── Dictionary Comprehensions
| |
| └── Collections Module
| ├── Counter
| ├── defaultdict
| ├── OrderedDict
| ├── namedtuple
| └── deque
|
|── Object-Oriented Programming (OOP)
| ├── Classes and Objects
| ├── Attributes and Methods
| ├── Inheritance
| ├── Encapsulation
| └── Polymorphism
|
|── File Handling
| ├── Reading and Writing Files
| ├── Working with Text Files
| └── Working with CSV and JSON
|
|── Exception Handling
| ├── try...except Blocks
| ├── else and finally Clauses
| └── Custom Exceptions
|
|── Modules and Packages
| ├── Creating Modules
| ├── Importing Modules
| ├── Standard Library
| └── Creating Packages
|
|── Virtual Environments
| ├── venv
| ├── virtualenv
| └── pipenv
|
|── Regular Expressions
|
|── Functional Programming
| ├── Map, Filter, and Reduce
| ├── Lambda Functions
| └── List Comprehensions
|
|── Decorators
|
|── Generators
|
|── Threading and Multiprocessing
|
|── Working with APIs
| ├── HTTP Requests
| ├── JSON Parsing
| └── RESTful APIs
|
|── Web Development
| ├── Flask
| ├── Django
| └── FastAPI
|
|── Data Science and Analysis
| ├── NumPy
| ├── Pandas
| └── Matplotlib
|
|── Machine Learning
| ├── Scikit-Learn
| ├── TensorFlow
| └── PyTorch
|
|── Database Interaction
| ├── SQLite
| ├── MySQL
| └── PostgreSQL
|
|── Testing
| ├── Unit Testing (unittest)
| ├── Test Automation (pytest)
| └── Mocking
|
|── Version Control (Git)
|
|── GUI Development
| ├── Tkinter
| └── PyQt
|
|── Networking
| ├── Socket Programming
| └── Requests Library
|
|── Concurrency and Parallelism
| ├── Asyncio
| └── Multiprocessing
|
|── Debugging and Profiling
|
|── Best Practices
| ├── PEP 8
| ├── Docstrings (PEP 257)
| └── Code Reviews
|
|── Pythonic Idioms
|
|── Python Web Frameworks
| ├── Flask
| ├── Django
| └── FastAPI
|
|── Python in the Cloud
| ├── AWS Lambda
| ├── Google Cloud Functions
| └── Azure Functions
|
|── Data Serialization
| ├── JSON
| └── Pickle
|
|── Python in IoT
|
|── Jupyter Notebooks
|
|── Data Visualization
| ├── Matplotlib
| ├── Seaborn
| └── Plotly
|
|── Geographic Information System (GIS) with Python
|
|── Game Development with Python
| ├── Pygame
| └── Godot Engine
|
|── Python Community and Resources
|
|__ END ____
t.me/pythonresourcestp
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