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Capstone: Data Science Problem in Linear Algebra Framework
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Capstone: Data Science Problem in Linear Algebra Framework

Apply linear algebra concepts to solve real data science problems through a comprehensive capstone project using Python and PCA.

Course Cost

Free course

Advanced

Skill Level

8 Hours

Self-paced lessons

This course cannot be purchased separately - to access the complete learning experience, graded assignments, and earn certificates, you'll need to enroll in the full Linear Algebra for Data Science Using Python Specialization program. You can audit this specific course for free to explore the content, which includes access to course materials and lectures. This allows you to learn at your own pace without any financial commitment.

What you'll learn

  • Apply data wrangling techniques to prepare datasets

  • Implement PCA for dimensional reduction

  • Create and run regression models effectively

  • Interpret model results and present findings

  • Complete a comprehensive data science project

Skills you'll gain

Data Science
Linear Algebra
Python Programming
PCA
Regression Analysis
Data Wrangling
Dimensional Reduction
Statistical Analysis
Model Interpretation
Project Management

This course includes:

0.75 Hours PreRecorded video

5 peer reviews

Access on Mobile, Tablet, Desktop

FullTime access

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Certificate

Get a Completion Certificate

Share your certificate with prospective employers and your professional network on LinkedIn.

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PROVIDED BY

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There are 4 modules in this course

This capstone course combines theoretical knowledge with practical application in data science. Students work on a comprehensive project that involves data wrangling, dimensional reduction using Principal Component Analysis (PCA), building regression models, and interpreting results. The course focuses on applying linear algebra concepts to solve real-world data science problems using Python.

Introduction to Specialization and Course

Module 1 · 32 Minutes to complete

Data Wrangling & Using the PCA Function

Module 2 · 3 Hours to complete

Run Your Model and Interpret Your Results

Module 3 · 3 Hours to complete

Peer Review: Interpreting Results Using Your Model

Module 4 · 1 Hours to complete

Fee Structure

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Faculties

These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.

Capstone: Data Science Problem in Linear Algebra Framework

Advanced

Skill Level

8 Hours

Self-paced lessons

Course Cost

Free course

Completion

CERTIFICATE

Frequently asked Questions

Below are some of the most commonly asked questions about this course. We aim to provide clear and concise answers to help you better understand the course content, structure, and any other relevant information. If you have any additional questions or if your question is not listed here, please don't hesitate to reach out to our support team for further assistance.