學習資源 - Astrohackers-TW/IANCUPythonAdventure GitHub Wiki

官方說明文件

• Python官方說明文件(英)(繁中)
• Astropy官方說明文件、Learn Astropy - Tutorials
• NumPy官方說明文件
• SciPy官方說明文件
• Matplotlib官方說明文件
• IPython官方說明文件
• Jupyter Notebook官方說明文件

線上教學文件以及開源的電子書

• Python for Astronomers: An Introduction to Scientific Computing
• Practical Python for Astronomers (astropython.org)
• Using Python for Astronomical Data Analysis (2016 AAS Meeting)
• Python 3 for Scientists
• Python for Everybody - Exploring Data In Python 3
• Learn Python the Hard Way (付費後有影音教學)
• Dive Into Python 3
• Hitchhiker's Guide to Python
• Think Python
• Invent with Python
• 良葛格-專欄文章：Python Tutorial
• From Python to Numpy
• Automate the Boring Stuff with Python

線上互動式、影音課程

• Codecademy-Python (別人寫的介紹)
• Code School-Python (有免費的基礎課程，進階課程需付費)
• Treehouse (付費) (別人寫的介紹)
• Udemy (付費，每個課程約台幣400~1500，時常會推出有折扣或免費的課程)
• Datacamp (有免費的基礎課程，進階課程需付費)

大規模網路免費公開課程(MOOC)平台 - edX

• Introduction to Computer Science and Programming Using Python (MITx)
• Introduction to Computational Thinking and Data Science (MITx)
• Learn to Program Using Python (UTArlingtonX)
• Introduction to Python for Data Science (Microsoft)
• Programming with Python for Data Science (Microsoft)
• CS For All: Introduction to Computer Science and Python Programming (HarveyMuddX)
• Introduction to Computing in Python (The Georgia Institute of Technology)
  • Computing in Python I: Fundamentals and Procedural Programming
  • Computing in Python II: Control Structures
  • Computing in Python III: Data Structures
  • Computing in Python IV: Objects & Algorithms

大規模網路免費公開課程(MOOC)平台 - Udacity

• Intro to Computer Science - Build a Search Engine & a Social Network
• Programming Foundations with Python - Learn Object-Oriented Programming
• Intro to Data Analysis - Data Analysis Using NumPy and Pandas
• Intro to Data Science - Learn What It Takes to Become a Data Scientist
• Differential Equations in Action
• Software Debugging
• Design of Computer Programs - Programming Principles

大規模網路免費公開課程(MOOC)平台 - Coursera

• Python for Everybody Specialization (University of Michigan)

  1. Programming for Everybody (Getting Started with Python)
  2. Python Data Structures
  3. Using Python to Access Web Data
  4. Using Databases with Python
  5. Retrieving, Processing, and Visualizing Data with Python

• Fundamentals of Computing Specialization (Rice University)

  1. An Introduction to Interactive Programming in Python (Part 1)
  2. An Introduction to Interactive Programming in Python (Part 2)
  3. Principles of Computing (Part 1)
  4. Principles of Computing (Part 2)
  5. Algorithmic Thinking (Part 1)
  6. Algorithmic Thinking (Part 2)

• Applied Data Science with Python Specialization (University of Michigan)

  1. Introduction to Data Science in Python
  2. Applied Plotting, Charting & Data Representation in Python
  3. Applied Machine Learning in Python
  4. Applied Text Mining in Python
  5. Applied Social Network Analysis in Python

• Data Analysis and Interpretation Specialization (Wesleyan University)

  1. Data Management and Visualization
  2. Data Analysis Tools
  3. Regression Modeling in Practice
  4. Machine Learning for Data Analysis

• Python Programming: A Concise Introduction (Wesleyan University)

• 用Python玩转数据 Data Processing Using Python (Nanjing University)

YouTube

• Python in Astronomy 播放清單

其他平台

• Python for Beginners (Microsoft)

書

• 精通 Python：運用簡單的套件進行現代運算
• Statistics, Data Mining, and Machine Learning in Astronomy: A Practical Python Guide for the Analysis of Survey Data

玩遊戲、闖關學Python

• CodeCombat
• CodinGame
• Codewars
• CheckiO
• HackerRank

別人所彙整的資源

• Python新手免費學習資源、推薦書籍 (by pala.tw)
• Coding 初學指南－Python (by 王亮博)
• Learning Python For Data Science - Data Science Central
• The Complete Guide To Python Programming Language – Livecoding.tv
• 11 resources for teaching and learning Python
• Pyladies Taiwan - 【Python月報】 資源小站