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Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: Item Model and Memory-Based Collaborative Filtering
In this video, we will understand another collaborative filtering model, the item-based model.
Curated Video
Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: Collaborative Filtering and User-Based Collaborative Filtering
In this lesson, you will learn about collaborative filtering and user-based collaborative filtering.
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Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: Content-Based Filtering
In this lesson, we will understand the first model of filtering, content-based filtering, and learn its pros and cons.
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Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: Error Metric Computation
In this video, we will look at some of the metrics used to measure a recommender system's quality.
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Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: Important Parameters
In this video, we will look at the important parameters defined in a recommender system.
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Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: Data Partitioning
Here, we will look at data partitioning, represented as a URL.
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Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: Offline Evaluation Techniques
In this video, you will learn about the evaluation technique and focus on the offline evaluation technique in this lecture.
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Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: Quality of Recommender System
In this lesson, we will look at the quality of recommender systems through inferred preferences and ways to collect user opinions.
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Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: Taxonomy of Recommender Systems
In this lecture, we will discuss the taxonomy of recommender systems, the personalized and non-personalized recommender systems.
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Recommender Systems Complete Course Beginner to Advanced - Motivation for Recommender System: Quiz Solution
This video is the solution to the quiz based on the learnings of the lectures and concepts so far.
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Recommender Systems Complete Course Beginner to Advanced - Motivation for Recommender System: Nexus of AI and Recommender Systems
In this video, we will understand the nexus between artificial intelligence and recommender systems.
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Recommender Systems Complete Course Beginner to Advanced - Motivation for Recommender System: Recommender Systems Overview
This video presents a brief overview of recommender systems, how they work, the processes and goals of a recommender system, and the pros and cons.
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Recommender Systems Complete Course Beginner to Advanced - Machine Learning for Recommender Systems: Content-Based Filtering
In this lesson, we will understand content-based filtering and how to develop it with machine learning.
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Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: Quiz Solution
This video is the solutions for the quiz based on the learnings of the lectures and concepts so far.
Curated Video
Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: Quiz
This video is a quiz based on the learnings of the lectures and concepts so far.
Curated Video
Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: Online Evaluation Techniques
In this video, you will learn about the evaluation technique and focus on the online evaluation technique in this lecture.
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Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: User Rating Matrix
In this video, we will understand what a user rating matrix is and how we can build a user rating matrix.
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Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: ICM
In this lesson, you will learn about the item-context matrix, a list of items and attributes in the recommender system.
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Recommender Systems Complete Course Beginner to Advanced - Basics of Recommender System: Overview
In this video, you will learn about the taxonomy of recommender systems and use the recommender systems to get appropriate results.
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Recommender Systems Complete Course Beginner to Advanced - Motivation for Recommender System: Quiz
This video is a quiz based on the learnings of the lectures and concepts so far.
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Recommender Systems Complete Course Beginner to Advanced - Motivation for Recommender System: Applications and Real-World Challenges
Here, you will learn about the real-world challenges faced by recommender systems.
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Recommender Systems Complete Course Beginner to Advanced - Motivation for Recommender System: Generations of Recommender Systems
In this lesson, we will look at the first, second, and third generations of recommender systems.
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Recommender Systems Complete Course Beginner to Advanced - Motivation for Recommender System: Recommender Systems Process and Goals
In this video, we will understand the need for recommender systems and the processes and goals involved.
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Recommender Systems Complete Course Beginner to Advanced - Motivation for Recommender System: Introduction to Recommender Systems
This video illustrates the recommender system's popularity based on demand. We will also look at the reasons for the recommender system boost.