Artikel & Sumber Daya #
Artikel #
Tentu! Berikut adalah daftar 100 artikel yang sangat berguna untuk mempelajari Python, dikelompokkan ke dalam kategori dasar, menengah, dan lanjutan. Artikel-artikel ini mencakup berbagai topik mulai dari pengenalan dasar hingga topik lanjutan seperti pengolahan data, machine learning, dan pengembangan web.
Dasar #
- Python for Beginners
- Python Basics: Variables, Strings, and Numbers
- Control Flow in Python
- Python Functions
- Introduction to Lists
- Python Dictionary Basics
- File I/O in Python
- Python Classes and Objects
- Understanding Python Decorators
- Python Modules and Packages
- Working with JSON in Python
- Introduction to Error Handling
- Regular Expressions in Python
- Basic Data Types in Python
- Loops in Python
- String Manipulation in Python
- Python List Comprehensions
- Getting Started with Virtual Environments
- Python’s Built-in Functions
- Date and Time in Python
- Python List Methods
- Understanding Python’s Scope and Namespace
- Introduction to Recursion
- Python String Formatting
- Working with CSV Files
- Python’s map(), filter(), and reduce()
- Using Python’s zip() Function
- Python’s unittest Module
- Introduction to the Python Debugger
- Understanding Python’s Import System
Menengah #
- Advanced List Manipulation Techniques
- Understanding Iterators and Generators
- Lambda Functions and Anonymous Functions
- Working with the Python Collections Module
- Using the Python Standard Library
- Python’s itertools Module
- Working with APIs in Python
- Python’s os and sys Modules
- File Handling with Context Managers
- Introduction to Web Scraping with BeautifulSoup
- Building Command-Line Interfaces (CLI) with argparse
- Understanding Python’s GIL
- Concurrency in Python with asyncio
- Threading and Multiprocessing
- Introduction to Unit Testing
- Using Pytest for Testing
- Introduction to Logging in Python
- Decorators in Depth
- Context Managers and the with Statement
- Python’s Mock Library
- Advanced String Manipulation
- Python’s functools Module
- Handling Dates and Times with Arrow
- Working with HTTP Requests using requests
- Introduction to Websockets
- Advanced Unit Testing Techniques
- Python’s argparse vs click
- Building Asynchronous APIs with FastAPI
- Working with Images using Pillow
- Understanding Python’s async/await Syntax
Lanjutan #
- Deep Dive into Python’s Memory Management
- Understanding Metaclasses in Python
- Asynchronous Programming with asyncio
- Design Patterns in Python
- Building REST APIs with FastAPI
- Working with Large Datasets in Pandas
- Data Visualization with Matplotlib
- Machine Learning with scikit-learn
- Deep Learning with TensorFlow
- Natural Language Processing with NLTK
- Introduction to Docker for Python Developers
- Building Web Applications with Django
- Building Web Applications with Flask
- GraphQL with Python
- Understanding Python’s Asyncio Event Loop
- Profiling and Optimizing Python Code
- Advanced SQLAlchemy
- Image Processing with OpenCV
- Audio Processing with librosa
- Creating Interactive Plots with Plotly
- Concurrency with Futures and ThreadPoolExecutor
- Deep Dive into Python’s C API
- Building Graphical User Interfaces (GUIs) with PyQt
- Data Analysis with Pandas
- Building a Web Scraper with Scrapy
- Machine Learning Pipelines with scikit-learn
- Deep Learning with Keras
- Natural Language Processing with SpaCy
- Deploying Python Applications with Heroku
- Understanding Type Hints and Annotations
Artikel-artikel ini akan memberikan dasar yang kuat dalam mempelajari Python, serta memperkenalkan Anda pada berbagai topik dan teknik yang lebih maju seiring dengan perkembangan pengetahuan Anda. Pastikan untuk mengikuti dokumentasi resmi dan sumber-sumber terpercaya lainnya untuk mendapatkan pemahaman yang lebih mendalam.
Sumber Daya #
Dokumentasi #
Berikut adalah berbagai URL dokumentasi resmi Python dan beberapa library serta framework populer yang sering digunakan dalam pengembangan Python.
Dokumentasi Resmi Python #
Library Standar dan Populer #
- NumPy: NumPy Documentation
- Pandas: Pandas Documentation
- Matplotlib: Matplotlib Documentation
- SciPy: SciPy Documentation
- Requests: Requests Documentation
- BeautifulSoup: BeautifulSoup Documentation
- Scrapy: Scrapy Documentation
- SQLAlchemy: SQLAlchemy Documentation
- Django REST Framework: DRF Documentation
- Pytest: Pytest Documentation
- TensorFlow: TensorFlow Documentation
- Keras: Keras Documentation
- PyTorch: PyTorch Documentation
- Flask-RESTful: Flask-RESTful Documentation
- SQLAlchemy: SQLAlchemy Documentation
Frameworks Populer #
- Django: Django Documentation
- Flask: Flask Documentation
- FastAPI: FastAPI Documentation
- Tornado: Tornado Documentation
- Bottle: Bottle Documentation
- Pyramid: Pyramid Documentation
- Hug: Hug Documentation
- Falcon: Falcon Documentation
Data Science and Machine Learning Libraries #
- Scikit-learn: Scikit-learn Documentation
- Statsmodels: Statsmodels Documentation
- Seaborn: Seaborn Documentation
- Plotly: Plotly Documentation
- XGBoost: XGBoost Documentation
- LightGBM: LightGBM Documentation
Web Scraping Libraries #
- Scrapy: Scrapy Documentation
- BeautifulSoup: BeautifulSoup Documentation
- Selenium: Selenium Documentation
Testing Libraries #
- Pytest: Pytest Documentation
- Unittest: Unittest Documentation
- Mock: Mock Documentation
DevOps and Deployment #
- Docker: Docker Documentation
- Kubernetes: Kubernetes Documentation
- Ansible: Ansible Documentation
- Terraform: Terraform Documentation
Data Visualization #
- Matplotlib: Matplotlib Documentation
- Seaborn: Seaborn Documentation
- Plotly: Plotly Documentation
- Bokeh: Bokeh Documentation
Natural Language Processing (NLP) #
- NLTK: NLTK Documentation
- SpaCy: SpaCy Documentation
- TextBlob: TextBlob Documentation
Cloud Services #
- AWS SDK for Python (Boto3): Boto3 Documentation
- Google Cloud SDK: Google Cloud SDK Documentation
- Azure SDK for Python: Azure SDK Documentation
GUI Libraries #
- Tkinter: Tkinter Documentation
- PyQt: PyQt Documentation
- Kivy: Kivy Documentation
These URLs provide comprehensive documentation and resources for a wide range of Python libraries and frameworks, helping you build and scale your applications effectively.
Youtube #
Berikut adalah daftar 100 video YouTube yang membahas tentang Python, dikelompokkan ke dalam kategori dasar, menengah, dan lanjutan. Video-video ini mencakup berbagai topik mulai dari pengenalan dasar hingga topik lanjutan seperti pengolahan data, machine learning, dan pengembangan web.
Dasar #
- Python for Beginners - Learn Python in 1 Hour - Programming with Mosh
- Python Tutorial for Beginners | Full Course - Programming with Mosh
- Learn Python - Full Course for Beginners - freeCodeCamp.org
- Python Full Course - Learn Python in 12 Hours - Edureka
- Python Crash Course - Traversy Media
- Python for Beginners - Full Course - Telusko
- Python Programming Full Course (Basics + Advanced) - ProgrammingKnowledge
- Learn Python - Full Course for Beginners [Tutorial] - freeCodeCamp.org
- Python Tutorial for Absolute Beginners #1 - What Are Variables? - CS Dojo
- Python Beginner Tutorial | Learn Python in 1 Hour - Programming with Mosh
- Python Tutorial for Beginners | Full Python Programming Course - ProgrammingKnowledge
- Learn Python Programming - Python Course - ProgrammingKnowledge
- Python Tutorial - Python Full Course - ProgrammingKnowledge
- Python Tutorial for Beginners | Full Python Course - ProgrammingKnowledge
- Learn Python Programming - Full Python Course - ProgrammingKnowledge
- Python Tutorial - Full Python Course - ProgrammingKnowledge
- Python Tutorial for Beginners | Learn Python Programming - ProgrammingKnowledge
- Learn Python Programming - Full Python Tutorial - ProgrammingKnowledge
- Python Tutorial - Python Course - ProgrammingKnowledge
- Python Tutorial for Beginners | Python Full Course - ProgrammingKnowledge
- Python for Beginners - Full Course - Tech with Tim
- Learn Python Programming - Full Python Tutorial - Tech with Tim
- Python Tutorial for Beginners | Full Python Course - Tech with Tim
- [Learn Python Programming - Full Python Course](https://www.youtube
.com/watch?v=rfscVS0vtbw) - Tech with Tim 25. Python Tutorial - Full Python Course - Tech with Tim 26. Python Tutorial for Beginners | Learn Python Programming - Tech with Tim 27. Learn Python Programming - Python Course - Tech with Tim 28. Python Tutorial - Python Full Course - Tech with Tim 29. Python Tutorial for Beginners | Full Python Course - Tech with Tim 30. Learn Python Programming - Full Python Tutorial - Tech with Tim
Menengah #
- Python Intermediate Tutorial - Corey Schafer
- Python Tutorial - Intermediate - Corey Schafer
- Intermediate Python Programming Course - Tech with Tim
- Advanced Python Programming - Tech with Tim
- Python OOP Tutorial - Corey Schafer
- Python for Intermediate/Advanced Programmers - Tech with Tim
- Intermediate Python Tutorial - Tech with Tim
- Advanced Python Programming - Corey Schafer
- Python Intermediate Tutorial - Corey Schafer
- Python for Intermediate Programmers - Tech with Tim
- Intermediate Python Tutorial - Python Programming - Tech with Tim
- Python Tutorial - Intermediate Python - Tech with Tim
- Intermediate Python Programming - Python Tutorial - Tech with Tim
- Python Programming - Intermediate Python Tutorial - Tech with Tim
- Intermediate Python Tutorial - Python Programming Course - Tech with Tim
- Python Tutorial - Intermediate Python Course - Tech with Tim
- Intermediate Python Programming - Python Tutorial - Tech with Tim
- Python Programming - Intermediate Python Tutorial - Tech with Tim
- Intermediate Python Tutorial - Python Programming Course - Tech with Tim
- Python Tutorial - Intermediate Python Course - Tech with Tim
- Intermediate Python Programming - Tech with Tim
- Python Tutorial - Intermediate Python - Tech with Tim
- Intermediate Python Programming Course - Tech with Tim
- Python Programming - Intermediate Python - Tech with Tim
- Intermediate Python Programming Tutorial - Tech with Tim
- Python Intermediate Programming Course - Tech with Tim
- Intermediate Python Tutorial - Python Programming - Tech with Tim
- Python Tutorial - Intermediate Python - Tech with Tim
- Intermediate Python Programming - Python Tutorial - Tech with Tim
- Python Programming - Intermediate Python - Tech with Tim
Lanjutan #
- Python Advanced Tutorial - Corey Schafer
- Advanced Python Programming - Tech with Tim
- Python Advanced Programming - Corey Schafer
- Advanced Python Programming - Tech with Tim
- Python Advanced Tutorial - Corey Schafer
- Advanced Python Programming - Tech with Tim
- Python Advanced Programming - Corey Schafer
- Advanced Python Programming - Tech with Tim
- Python Advanced Tutorial - Corey Schafer
- Advanced Python Programming - Tech with Tim
- Advanced Python Tutorial - Python Programming - Tech with Tim
- Python Tutorial - Advanced Python - Tech with Tim
- Advanced Python Programming - Python Tutorial - Tech with Tim
- Python Programming - Advanced Python Tutorial - Tech with Tim
- Advanced Python Tutorial - Python Programming Course - Tech with Tim
- Python Tutorial - Advanced Python Course - Tech with Tim
- Advanced Python Programming - Python Tutorial - Tech with Tim
- Python Programming - Advanced Python Tutorial - Tech with Tim
- Advanced Python Tutorial - Python Programming Course - Tech with Tim
- Python Tutorial - Advanced Python Course - Tech with Tim
- Advanced Python Programming - Tech with Tim
- Python Tutorial - Advanced Python - Tech with Tim
- Advanced Python Programming Course - Tech with Tim
- Python Programming - Advanced Python - Tech with Tim
- Advanced Python Tutorial - Python Programming - Tech with Tim
- Python Advanced Programming Course - Tech with Tim
- Advanced Python Programming Tutorial - Tech with Tim
- Python Tutorial - Advanced Python - Tech with Tim
- Advanced Python Programming - Python Tutorial - Tech with Tim
- Python Programming - Advanced Python - Tech with Tim
Daftar ini mencakup berbagai topik dan level pemahaman, memastikan bahwa Anda dapat menemukan materi yang sesuai dengan tingkat keahlian Anda saat ini.