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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.
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Recommender Systems Complete Course Beginner to Advanced - Deep Learning Recommender Systems
In this video, we will understand deep learning-based recommender systems with the aid of Python.
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Recommender Systems Complete Course Beginner to Advanced - Machine Learning Recommender Systems
This video outlines the machine learning-based recommender system with the help of Python.
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Recommender Systems Complete Course Beginner to Advanced - Course Outline
This general introduction to the course outlines what you will learn regarding recommender systems and their components.
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Recommender Systems Complete Course Beginner to Advanced - AI Sciences
This video briefly introduces the authors of the course, AI Sciences, and what kinds of courses it delivers worldwide.
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Recommender Systems Complete Course Beginner to Advanced - Module and Instructor Introduction
This video introduces the author/instructor and the module's contents in general.
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AWS Certified Solutions Architect Associate (SAA-C03) - Kinesis Data Streams and Firehose
In this video, you will explore Kinesis Data Streams and Kinesis Firehose to understand what they offer and how they differ. As an AWS architect, it is important to know the options so you can select the best one for your needs.
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AWS Certified Solutions Architect Associate (SAA-C03) - Services, Part 3
This video continues the AWS offerings tour and looks at the most recent additions to the AWS system.
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AWS Certified Solutions Architect Associate (SAA-C03) - Services, Part 2
This video continues the Amazon Web Services (AWS) offerings tour, finishing up where we left off in the previous video. By the end of this video, you will have a birds-eye view of the AWS services.
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AWS Certified Solutions Architect Associate (SAA-C03) - AWS Certifications
What are the different types of AWS certifications offered, and which is best for you?
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Train and Validation
After entirely developing our recommender system, we will perform the training and validation, fitting and evaluating our model.
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Recommender Systems Complete Course Beginner to Advanced - Project 1: Song Recommendation System Using Content-Based Filtering: Making Recommendations
This is the final part of the project, where we create functions for the content-based recommender.
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Recommender Systems Complete Course Beginner to Advanced - Machine Learning for Recommender Systems: Making Recommendations with Collaborative Filtering
In this lesson, you will learn to implement recommendations with collaborative filtering.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Making Recommendations
We will now perform some recommendations using the brute-force algorithms and then perform the indexing of our data.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Accuracy Versus Recommendations
We will now perform data visualization; we will check the accuracy of our recommender model with the recommendations.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Compute Loss
This is the next step of training our model, which entails the compute loss model.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Candidate Tower and Retrieval System
In this lesson, we will look at making the candidate tower and then execute a retrieval system.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Making the Model and Query Tower
After testing and training the recommendations, we will develop the model by loading the Tensor board extension.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Random Train-Test Split
After mapping the rating to the dataset, we will train-test split the dataset to our recommender system with shuffling and prediction.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Rating Our Data
Let us now move to the next part of the project, including the rating of our data with a new mapping dictionary.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Make Tensors from DataFrame
We will now advance further by checking our dataset using a single user and developing the Tensor from DataFrame.