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
This course includes:
0.75 Hours PreRecorded video
5 peer reviews
Access on Mobile, Tablet, Desktop
FullTime access
Shareable certificate

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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.
Frequently asked Questions
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