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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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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.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Data Visualization with WordCloud
In this video, we will explore how to load the dataset and begin data visualization using WordCloud.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Download Libraries
Here, you will learn to implement the Amazon product recommendation system using deep learning. We will import the requisite libraries and build and train the deep learning-based model using TensorFlow.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Project Overview
This video briefly outlines the project and demonstrates the packages installation for the project, TensorFlow, data preparation, recommender development, and testing.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Two-Tower Model
This lecture elaborates on the two-tower model, which we have already seen in the previous projects and modules of the course.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: TensorFlow Recommenders
This video briefly overviews the TensorFlow recommender, an open-source library for building recommender systems.
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Recommender Systems Complete Course Beginner to Advanced - Project Amazon Product Recommendation System: Module Overview
In this video, we will look at another project based on a product recommendation using a library called TensorFlow with an Amazon dataset.
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Recommender Systems Complete Course Beginner to Advanced - Deep Learning Foundation for Recommender Systems: Deep Learning 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 - Deep Learning Foundation for Recommender Systems: Deep Learning Quiz
This video is a quiz based on the learnings of the lectures and concepts so far.