Python for Data Science, AI & Development
面向数据科学、AI 与开发的 Python
- 专项课程Data Engineering Foundations数据工程基础第 2 门 · 共 5 门
- 专项课程Data Science Fundamentals with Python and SQL使用 Python 和 SQL 的数据科学基础知识第 2 门 · 共 5 门
- 专业证书IBM AI DeveloperIBM AI 开发人员第 6 门 · 共 10 门
- 专业证书IBM Back-End DevelopmentIBM 后端开发第 4 门 · 共 11 门
- 专业证书IBM Data AnalystIBM 数据分析师第 4 门 · 共 11 门
- 专业证书IBM Data EngineeringIBM 数据工程第 2 门 · 共 16 门
- 专业证书IBM Data ScienceIBM 数据科学第 4 门 · 共 12 门
- 专业证书IBM DevOps and Software EngineeringIBM DevOps 与软件工程第 7 门 · 共 15 门
- 专业证书IBM Full Stack Software DeveloperIBM 全栈软件开发者第 7 门 · 共 15 门
- 专业证书IBM Relational Database Administrator with GenAIIBM 关系数据库管理员与 GenAI第 3 门 · 共 11 门
Module 01
Python Basics Python 基础
21 篇- 01Course Introduction课程介绍
- 02About this course关于本课程
- 03Course Overview课程概述
- 04Introduction to PythonPython 入门
- 05Introduction to JupyterJupyter 简介
- 06Getting Started with JupyterJupyter 入门
- 07Hands-on Lab: Write Your First Program动手实验：编写第一个程序
- 08TypesPython 数据类型
- 09Hands-on Lab: Types动手实验：数据类型
- 10Practice Quiz: Types练习测验：数据类型
- 11Expressions and Variables表达式与变量
- 12Hands-on Lab: Expression and Variables动手实验：表达式与变量
- 13Practice Quiz: Expressions and Variables练习测验：表达式与变量
- 14String OperationsPython 字符串操作
- 15(Optional) Reading: Format Strings in Python（可选）阅读：Python 字符串格式化
- 16Hands-On Lab: String Operations动手实验：字符串操作
- 17Practice Quiz: String Operations练习测验：字符串操作
- 18Module 1 Summary: Python Basics模块 1 总结：Python 基础
- 19Cheat Sheet: Python BasicsPython 基础速查表
- 20Module 1 Graded Quiz: Python Basics模块 1 评分测验：Python 基础
- 21Module 1 Glossary: Python Basics模块 1 术语表：Python 基础
Module 02
Python Data Structures Python 数据结构
15 篇- 01Lists and TuplesPython 列表与元组
- 02Hands-On Lab: Lists动手实验：列表
- 03Hands-On Lab: Tuples动手实验：元组
- 04Cheat Sheet: Lists and Tuples列表与元组速查表
- 05Practice Quiz: Lists and Tuples练习测验：列表与元组
- 06DictionariesPython 字典
- 07Hands-On Lab: Dictionaries动手实验：字典
- 08Practice Quiz: Dictionaries练习测验：字典
- 09SetsPython 集合
- 10Hands-On Lab: Sets动手实验：集合
- 11Practice Quiz: Sets练习测验：集合
- 12Module 2 Summary: Python Data Structures模块 2 总结：Python 数据结构
- 13CheatSheet: Dictionaries & Sets字典与集合速查表
- 14Module 2 Graded Quiz: Python Data Structures模块 2 评分测验：Python 数据结构
- 15Module 2 Glossary: Python Data Structures模块 2 术语表：Python 数据结构
Module 03Python Programming Fundamentals
0 / 13 篇
- 01Conditions and Branching
- 02Conditions and Branching
- 03Loops
- 04Introduction to Loops in Python
- 05Functions
- 06Exploring Python Functions
- 07Exception Handling
- 08Exception Handling
- 09Objects and Classes
- 10Objects and Classes
- 11Module 3 Summary: Python Programming Fundamentals
- 12Cheat Sheet: Python Programming Fundamentals
- 13Module 3 Glossary: Python Programming Fundamentals
Module 04Working with Data in Python
0 / 14 篇
- 01Reading Files with Open
- 02Reading Files with Open
- 03Writing Files with Open
- 04Writing Files with Open
- 05Pandas: Loading Data
- 06Pandas: Working with and Saving Data
- 07Pandas
- 08One Dimensional Numpy
- 09Matrix Mathematics
- 10Two Dimensional Numpy
- 11Beginner's Guide to NumPy
- 12Module 4 Summary: Working with Data in Python
- 13Cheat Sheet: Working with Data in Python
- 14Module 4 Glossary: Working with Data in Python
Module 05APIs and Data Collection
0 / 15 篇
- 01Application Program Interface
- 02Some Context on APIs
- 03REST APIs & HTTP Requests - Part 1
- 04REST APIs & HTTP Requests - Part 2
- 05Web Scraping and HTML Basics
- 06(Optional) HTML for Web Scraping
- 07(Optional) Web Scraping
- 08Web Scraping - A Key Tool in Data Science
- 09Web Scraping Tables using Pandas
- 10Working with Different File Formats
- 11Module 5 Summary: APIs and Data Collection
- 12Cheat Sheet: APIs and Data Collection
- 13Module 5 Glossary: APIs and Data Collection
- 14Congratulations and Next Steps
- 15Python Cheat Sheet: The Basics