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Intro to Recommender Systems: Non-Personalized & Content
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Intro to Recommender Systems: Non-Personalized & Content

This course is part of Recommender Systems Specialization.

Course Cost

Free course

Intermediate

Skill Level

20 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 Recommender Systems 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.

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4.4

38,804 Enrolled

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English

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olive-leaves-logo

4.4

38,804 Enrolled

olive-leaves-logo

English

What you'll learn

  • Implement non-personalized recommendation using summary statistics

  • Develop content-based filtering systems using TF-IDF

  • Compute product associations and demographic-based recommendations

  • Create and evaluate user preference profiles

  • Analyze recommendation algorithms using spreadsheet tools

  • Program recommendation systems using LensKit toolkit

Skills you'll gain

Recommender Systems
Content-Based Filtering
TF-IDF
Summary Statistics
Machine Learning
Data Analysis
Microsoft Excel
Personalization
User Modeling
System Design

This course includes:

8.8 Hours PreRecorded video

12 quizzes

Access on Mobile, Desktop, Tablet

FullTime access

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Certificate
Certificate

Get a Completion Certificate

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

CREATED BY

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PROVIDED BY

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Top companies offer this course to their employees

Top companies provide this course to enhance their employees' skills, ensuring they excel in handling complex projects and drive organizational success.

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There are 6 modules in this course

This comprehensive course introduces the fundamentals of recommender systems, focusing on non-personalized and content-based filtering techniques. Students learn through practical applications using spreadsheets and the LensKit toolkit, covering topics from basic summary statistics to advanced content-based computational methods. The curriculum includes detailed lectures on TF-IDF, user profiling, and various recommendation approaches, complemented by interviews with industry leaders and hands-on programming assignments.

Preface

Module 1 · 51 Minutes to complete

Introducing Recommender Systems

Module 2 · 3 Hours to complete

Non-Personalized and Stereotype-Based Recommenders

Module 3 · 9 Hours to complete

Content-Based Filtering -- Part I

Module 4 · 2 Hours to complete

Content-Based Filtering -- Part II

Module 5 · 5 Hours to complete

Course Wrap-up

Module 6 · 54 Minutes to complete

Fee Structure

Individual course purchase is not available - to enroll in this course with a certificate, you need to purchase the complete Professional Certificate Course. For enrollment and detailed fee structure, visit the following: Recommender Systems Specialization

Reviews

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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.

Intro to Recommender Systems: Non-Personalized & Content

Intermediate

Skill Level

20 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.