The capstone project class will allow students to create a usable/public data product that can be used to show your skills to potential employers. Projects will be drawn from real-world problems and will be conducted with industry, government, and academic partners.
课程信息
30,248 次近期查看
您将学到的内容有
Apply your exploratory data analysis skills
Build an efficient and accurate prediction model
Create a useful data product for the public
Produce a presentation deck to showcase your findings
您将获得的技能
Data ScienceMachine LearningR ProgrammingNatural Language Processing
教学大纲 - 您将从这门课程中学到什么
周
1完成时间为 1 小时
Overview, Understanding the Problem, and Getting the Data
This week, we introduce the project so you can get a clear grip on the problem at hand and begin working with the dataset.
7 个视频 （总计 20 分钟）, 5 个阅读材料, 1 个测验
7 个视频
Welcome from SwiftKey1分钟
You Are a Data Scientist Now1分钟
Introduction to Task 0: Understanding the Problem1分钟
Introduction to Task 1: Getting and Cleaning the Data1分钟
Regular Expressions: Part 1 (Optional)5分钟
Regular Expressions: Part 2 (Optional)8分钟
5 个阅读材料
Project Overview10分钟
Syllabus10分钟
Task 0 - Understanding the problem10分钟
About the Corpora10分钟
Task 1 - Getting and cleaning the data10分钟
1 个练习
Quiz 1: Getting Started12分钟
周
2完成时间为 2 小时
Exploratory Data Analysis and Modeling
This week, we move on to the next tasks, exploratory data analysis and modeling. You'll also submit your milestone report and review submissions from your classmates.
2 个视频 （总计 3 分钟）, 2 个阅读材料, 1 个测验
2 个阅读材料
Task 2 - Exploratory Data Analysis10分钟
Task 3 - Modeling10分钟
周
3完成时间为 1 小时
Prediction Model
This week, you'll build and evaluate your prediction model. The goal is to make your model efficient and accurate.
1 个视频 （总计 1 分钟）, 1 个阅读材料, 1 个测验
1 个阅读材料
Task 4 - Prediction Model10分钟
1 个练习
Quiz 2: Natural language processing I20分钟
周
4完成时间为 1 小时
Creative Exploration
This week's goal is to improve the predictive accuracy while reducing computational runtime and model complexity.
1 个视频 （总计 1 分钟）, 1 个阅读材料, 1 个测验
1 个阅读材料
Task 5 - Creative Exploration10分钟
1 个练习
Quiz 3: Natural language processing II20分钟
4.5
232 个审阅33%
完成这些课程后已开始新的职业生涯
39%
通过此课程获得实实在在的工作福利
18%
加薪或升职
来自数据课程毕业项目的热门评论
Capstone did provide a true test of Data Analytics skills. Its like a being left alone in a jungle to survive for a month. Either you succumb to nature or come out alive with a smile and confidence.
Wow i finally managed to finish the specialization!! definitely learned a lot and also found out difficulties in building predictors by trying to balancing speed, accuracy and memory constraints!!!
讲师
Jeff Leek, PhD
Associate Professor, BiostatisticsBloomberg School of Public Health
Roger D. Peng, PhD
Associate Professor, BiostatisticsBloomberg School of Public Health
Brian Caffo, PhD
Professor, BiostatisticsBloomberg School of Public Health
关于 约翰霍普金斯大学
The mission of The Johns Hopkins University is to educate its students and cultivate their capacity for life-long learning, to foster independent and original research, and to bring the benefits of discovery to the world.
关于 数据科学 专项课程
Ask the right questions, manipulate data sets, and create visualizations to communicate results.
This Specialization covers the concepts and tools you'll need throughout the entire data science pipeline, from asking the right kinds of questions to making inferences and publishing results. In the final Capstone Project, you’ll apply the skills learned by building a data product using real-world data. At completion, students will have a portfolio demonstrating their mastery of the material.
常见问题
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注册以便获得证书后，您将有权访问所有视频、测验和编程作业（如果适用）。只有在您的班次开课之后，才可以提交和审阅同学互评作业。如果您选择在不购买的情况下浏览课程，可能无法访问某些作业。
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