Fundamentals
軟體開發
Concept
Google Colab
Google Colab 使用教學・吳亭慧・[18:48]
Slides: Google Colab 使用教學.pdf [XYZ01]
Colab: Python_tutorial.ipynb
Google Colaboratory (Colab) 環境上執行程式，是初學者快速上手的方式。我們將介紹何為 Google Colab 以及示範基本的使用方法、注意事項。
Slides: Google Colab 使用教學・呂明修
YouTube
Google Colab Tutorial for Beginners | Get Started with Google Colab・Doga Ozgon・[10:38]
Complete Beginner's Tutorial to Google Colab・Greg Hogg・[18:11]
Version Control
GIT Push and Pull Tutorial・DataCamp・13 min read
Learn how to perform Git PUSH and PULL requests through GitHub Desktop and the Command-Line.
GitHub Concepts・DataCamp・2-hour Course
Learn how to use GitHub's various features, navigate the interface and perform everyday collaborative tasks.
Introduction to Git・DataCamp・4-hour Course
Familiarize yourself with Git for version control. Explore how to track, compare, modify, and revert files, as well as collaborate with colleagues using Git.
Data Version Control
Introduction to Data Versioning with DVC・DataCamp・3 hours course
Explore Data Versino Control for ML data management. Master setup, automate pipelines, and evaluate models seamlessly.
Exploratory Data Analysis (EDA)
Exploratory Data Analysis in Python・DataCamp・4 hours course
Learn how to explore, visualize, and extract insights from data using exploratory data analysis (EDA) in Python.