Course Syllabus课程大纲

Module 1: From Problem to Approach and From Requirements to Collection 模块 1：从问题到方法，从需求到收集

• Video: Course Introduction
  视频：课程介绍
• Reading: Helpful Tips for Course Completion
  阅读：课程完成技巧
• Reading: Syllabus  阅读：课程大纲

Lesson 1: From Problem to Approach 第一课：从问题到方法

• Video: Data Science Methodology Overview
  视频：Data Science方法论概述
• Video: Business Understanding
  视频：商业理解
• Video: Analytic Approach  视频：分析方法
• Hands-on Lab: From Problem to Approach
  实践实验：从问题到方法
• Reading: Lesson 1 Summary: From Problem to Approach
  阅读：第一课概要：从问题到方法
• Practice Quiz: From Problem to Approach
  练习测验：从问题到方法
• Glossary: From Problem to Approach
  词汇表：从问题到方法
• Graded Quiz: From Problem to Approach
  评分测验：从问题到方法

Lesson 2: From Requirements to Collection 第 2 课：从需求到收集

• Video: Data Requirements  视频：数据需求
• Video: Data Collection  视频：数据收集
• Hands-on Lab: From Requirements to Collection
  实践实验：从需求到收集
• Reading: Lesson 2 Summary: From Requirements to Collection
  阅读：第 2 课总结：从需求到收集
• Practice Quiz: From Requirements to Collection
  练习测验：从需求到收集
• Glossary: From Requirements to Collection
  术语表：从需求到收集
• Graded Quiz: From Requirements to Collection
  评分测验：从需求到收集

Module 2: From Understanding to Preparation and from Modeling to Evaluation 模块 2：从理解到准备以及从建模到评估

Lesson 1: From Understanding to Preparation 课程 1：从理解到准备

• Video: Data Understanding
  视频：数据理解
• Data Preparation - Concepts
  数据准备 - 概念
• Data Preparation - Case Study
  数据准备 - 案例研究
• Hands-on Lab: From Understanding to Preparation
  动手实验：从理解到准备
• Reading: Lesson 1 Summary: From Understanding to Preparation
  阅读：第一课总结：从理解到准备
• Practice Quiz: From Understanding to Preparation
  练习测验：从理解到准备
• Glossary: From Understanding to Preparation
  术语表：从理解到准备
• Graded Quiz: From Understanding to Preparation
  评分测验：从理解到准备

Lesson 2: From Modeling to Evaluation 第 2 课：从建模到评估

• Video: Modeling - Concepts
  视频：建模 - 概念
• Video: Modeling - Case Study
  视频：建模 - 案例研究
• Video: Evaluation  视频：评估
• Hands-on Lab: From Modeling to Evaluation
  动手实验：从建模到评估
• Reading: Lesson 2 Summary:From Modeling to Evaluation
  阅读：第 2 课摘要：从建模到评估
• Practice Quiz: From Modeling to Evaluation
  实践测验：从建模到评估
• Glossary: From Modeling to Evaluation
  术语表：从建模到评估
• Graded Quiz: From Modeling to Evaluation
  评分测验：从建模到评估

Module 3: From Deployment to Feedback 模块 3：从部署到反馈

• Video: Deployment  视频：部署
• Video: Feedback  视频：反馈
• Video: Storytelling  视频：讲故事
• Video: Course Summary  视频：课程总结
• Reading: Module 3 Summary:From Deployment to Feedback
  阅读：模块 3 总结：从部署到反馈
• Practice Quiz: From Deployment to Feedback
  练习测验：从部署到反馈
• Glossary: From Deployment to Feedback
  术语表：从部署到反馈
• Graded Quiz: From Deployment to Feedback
  评分测验：从部署到反馈

Module 4: Final Project and Assessment 模块 4：最终项目和评估

Final Project 最终项目

• Video: Introduction to CRISP-DM
  视频：CRISP-DM 简介
• Reading: Final Assignment Overview and Submission Instructions
  阅读：最终作业概述和提交说明
• Final Project Submission and Evaluation
  最终项目提交与评估

Course Summary and Final Quiz 课程总结与最终测验

• Reading: Review What You Learned
  阅读：复习所学内容
• Graded Quiz: Final Quiz  评分测验：最终测验

Course Wrap Up 课程总结

• Reading: Congratulations and Next Steps
  阅读：祝贺与下一步
• Reading: Thanks from the Course Team
  阅读：课程团队感谢
• Reading: IBM Digital Badge
  阅读：IBM 数字徽章