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Basic Recommender Systems
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Basic Recommender Systems

Learn key approaches in recommender systems. Master collaborative and content-based techniques for effective recommendations.

Course Cost

₹ 2,699

Intermediate

Skill Level

10 Hours

Self-paced lessons

This course introduces you to leading approaches in recommender systems, covering both collaborative and content-based techniques. You'll learn how these systems work, how to use them, and how to evaluate their performance. The course equips you with tools to measure recommender system quality and improve it through new algorithm design. You'll explore ethical considerations like identity, privacy, and manipulation. By the end, you'll be able to describe recommender system requirements for different domains, distinguish systems by input data and mechanisms, and design tailored systems for new applications.

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4.3

3,376 Enrolled

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English

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Provider Logo
olive-leaves-logo

4.3

3,376 Enrolled

olive-leaves-logo

English

What you'll learn

  • Build a basic recommender system

  • Choose appropriate recommender system types based on input data and goals

  • Identify correct evaluation methods for measuring recommender system quality

  • Understand benefits and limitations of different recommender techniques

  • Apply collaborative and content-based filtering approaches

  • Design recommender systems for new application domains

  • Consider ethical issues in recommender system development

  • Use creativity and innovation to improve recommendation quality

Skills you'll gain

recommender systems
collaborative filtering
content-based filtering
evaluation metrics
similarity functions
personalization
data analysis
machine learning

This course includes:

123 Minutes PreRecorded video

4 quizzes

Access on Mobile, Tablet, Desktop

FullTime access

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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 4 modules in this course

This course provides a comprehensive introduction to recommender systems, covering the leading approaches in both collaborative and content-based techniques. Students will learn how these systems work, how to implement them, and how to evaluate their performance. The curriculum covers the most important algorithms used in recommender systems, teaching students to distinguish between different types based on input data, internal mechanisms, and goals. Practical skills in measuring and improving recommender system quality are emphasized, along with the ability to design systems for new application domains. The course also addresses important ethical considerations in recommender system design, including issues of identity, privacy, and manipulation.

BASIC CONCEPTS

Module 1 · 2 Hours to complete

EVALUATION OF RECOMMENDER SYSTEMS

Module 2 · 2 Hours to complete

CONTENT-BASED FILTERING

Module 3 · 3 Hours to complete

COLLABORATIVE FILTERING

Module 4 · 2 Hours to complete

Fee Structure

Payment options

Financial Aid

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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.

Basic Recommender Systems

Intermediate

Skill Level

10 Hours

Self-paced lessons

Course Cost

₹ 2,699

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.