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Data Science Capstone
  • Level Foundation
  • Duration 6 hours
  • Course by Johns Hopkins University
  • Offered by

About

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.

Modules

Welcome

    • 3 Videos
    • 3 Readings
Show info about module content

3 Videos

  • Welcome to the Capstone Project
  • Welcome from SwiftKey
  • You Are a Data Scientist Now

3 Readings

  • A Note of Explanation
  • Project Overview
  • Syllabus

Task 0: Understanding the Problem

    • 1 Videos
    • 2 Readings
Show info about module content

1 Videos

  • Introduction to Task 0: Understanding the Problem

2 Readings

  • Task 0 - Understanding the problem
  • About the Corpora

Task 1: Getting and Cleaning the Data

    • 3 Videos
    • 1 Readings
    • 1 Assignment
Show info about module content

1 Assignment

  • Quiz 1: Getting Started

3 Videos

  • Introduction to Task 1: Getting and Cleaning the Data
  • Regular Expressions: Part 1 (Optional)
  • Regular Expressions: Part 2 (Optional)

1 Readings

  • Task 1 - Getting and cleaning the data

Task 2: Exploratory Data Analysis

    • 1 Videos
    • 1 Readings
Show info about module content

1 Videos

  • Introduction to Task 2: Exploratory Data Analysis

1 Readings

  • Task 2 - Exploratory Data Analysis

Task 3: Modeling

    • 1 Videos
    • 1 Readings
Show info about module content

1 Videos

  • Introduction to Task 3: Modeling

1 Readings

  • Task 3 - Modeling

Milestone Report

    • 1 PeerReview
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1 Peer Review

  • Milestone Report

Task 4: Prediction Model

    • 1 Videos
    • 1 Readings
    • 1 Assignment
Show info about module content

1 Assignment

  • Quiz 2: Natural language processing I

1 Videos

  • Introduction to Task 4: Prediction Model

1 Readings

  • Task 4 - Prediction Model

Task 5: Creative Exploration

    • 1 Videos
    • 1 Readings
    • 1 Assignment
Show info about module content

1 Assignment

  • Quiz 3: Natural language processing II

1 Videos

  • Introduction to Task 5: Creative Exploration

1 Readings

  • Task 5 - Creative Exploration

Task 6: Data Product

    • 1 Videos
    • 1 Readings
Show info about module content

1 Videos

  • Introduction to Task 6: Data Product

1 Readings

  • Task 6 - Data Product

Task 7: Slide Deck

    • 1 Videos
    • 1 Readings
Show info about module content

1 Videos

  • Introduction to Task 7: Slide Deck

1 Readings

  • Task 7 - Slide Deck

Final Project Submission

    • 1 Videos
    • 1 PeerReview
Show info about module content

1 Peer Review

  • Final Project Submission

1 Videos

  • Congratulations!

Auto Summary

The "Data Science Capstone" course is an engaging and practical opportunity for learners to showcase their data science skills through a comprehensive project. Designed by Coursera, this foundational course is tailored for individuals seeking to make a mark in the Data Science & AI domain. Over the span of 360 hours, participants will tackle real-world problems by collaborating with industry, government, and academic partners to create a usable and public data product. This capstone project not only enhances learning but also serves as a compelling portfolio piece for potential employers. Ideal for those at the foundational level, this course is available under the Starter subscription, making it accessible for beginners eager to step into the data science field and make a significant impact.

Jeff Leek, PhD
Instructors

Jeff Leek, PhD

Roger D. Peng, PhD
Instructors

Roger D. Peng, PhD

Brian Caffo, PhD
Instructors

Brian Caffo, PhD