This course introduces the fundamental concepts of dimensionality reduction and explores the technique of PCA in detail along with its Python implementation on a real-world business scenario.
Many machine learning problems involve thousands or millions of features in the data. With these many features, not only is the processing is slow but finding the optimal solution is also challenging.
This problem is handled using the dimensionality reduction algorithm. One such technique is Principal Component Analysis or PCA.
Learn all the fundamental concepts behind the working of PCA technique and its implementation in Python.
Gain practical experience by applying the knowledge and coding skills on real-world based business scenarios.
What’s included
Lifetime Access
Access this project for life once completed
Flexible Scheduling
Start learning online immediately, at your own pace
Desktop Only
We recommend completing this project on a desktop
Skills you will learn
Introduction to Dimensionality Reduction
Fundamental Concepts of Principal Component Analysis (PCA)
Implementation of PCA in Python Programming Language
This course focuses on explaining Principal Component Analysis and implementing in Python programming language.
How it Works
Learn new skills that will boost your career by enrolling in courses across data analytics, data science, ML and AI. These courses will utilize readings, videos, quizzes, data cases, and even coding exercises to teach you skills and concepts in a way that will solidify your new knowledge for hands-on application.
With our hands-on projects, you will take your newly learned skills along with our 750+ low-code/no-code functions and embedded coding console to complete milestone-based projects. Once completed, you will have effectively applied new skills and concepts to real-world data cases that can be translated directly into your career.
Complete assessments and track your progress in real-time to benchmark your proficiency in relation to key functional areas. As you progress through your courses, our patented platform will utilize ML and AI to record and analyze your inputs and output to provide active feedback and recommendations that will help you learn more effectively than the standard Letter Grade system used today.
Complete courses to earn sharable certificates and badges. These awarded items will be look great in your portfolio as you showcase your skills and project experience to employers and colleagues.
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Planning & Analytics @ Brooks Brothers
WHAT THE COMMUNITY SAYS ABOUT US
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Manager – Applications Development
WHAT THE COMMUNITY SAYS ABOUT US
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Our courses range from Beginner to Advanced. We have courses and learning tracks that are available for beginners, we do however recommend having a basic level of analytics before starting any beginner course.
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Rolai’s patented process provides a personalized learning process for each user. Rolai goes deeper than simply learning concepts and testing your skills. At Rolai, learners can apply their skills to actual industry use cases and projects.
1 Video
1 Coding Case
1 Reading
1 Quiz
Difficulty: Beginner
Duration: Approximately 3 hours
