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Recommender Systems Complete Course Beginner to Advanced - Machine Learning for Recommender Systems: Exploring Genres in Content-Based Filtering
After learning to explore genres, we will look at term frequency and inverse document frequency.
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Recommender Systems Complete Course Beginner to Advanced - Machine Learning for Recommender Systems: Data Manipulation for Content-Based Filtering
In this lesson, you will learn how to extract information from our dataset.
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Recommender Systems Complete Course Beginner to Advanced - Machine Learning for Recommender Systems: Data Preparation for Content-Based Filtering
In this lesson, you will learn to develop content-based filtering for a recommender system using Python.
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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 - 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: 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: 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 2: Movie Recommendation System Using Collaborative Filtering: Count
In this lesson, we will create functions to calculate the count of the elements of the project.
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Recommender Systems Complete Course Beginner to Advanced - Project 2: Movie Recommendation System Using Collaborative Filtering: Dataset Discussion
In this video, we will look at the various libraries we would need to import for this project, including os, math, NumPy, time, and Pandas.
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Recommender Systems Complete Course Beginner to Advanced - Project 1: Song Recommendation System Using Content-Based Filtering: Exploring Genres
In this lesson, we will explore the elements of the dataset called genres.
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Recommender Systems Complete Course Beginner to Advanced - Project 1: Song Recommendation System Using Content-Based Filtering: Missing Values
In this lesson, we will develop a new data frame for our content-based filtering for missing values.
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Learn Tableau by Working on Exciting Dashboards - Key Performance Indicator (KPI)
This video explains how to create the key performance indicator in the Netflix analysis dashboard.
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Learn Tableau by Working on Exciting Dashboards - Dimension, Measures, Aggregation, Granularity
This video explains the difference between dimension, measures, aggregation, and granularity.
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Learn Tableau by Working on Exciting Dashboards - Contribution of Each Stock (Waterfall Chart)
This video explains how to create the waterfall chart.
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Learn Tableau by Working on Exciting Dashboards - Country Map
This video explains how to create a map that shows us which TV shows or movies were produced in which countries using country dimensions.
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Learn Tableau by Working on Exciting Dashboards - Donut Chart
This video explains how to create the donut chart in the Netflix dashboard.
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Learn Tableau by Working on Exciting Dashboards - Level of Detail - Introduction
This video explains the level of detail expressions and how to compute them.
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Learn Tableau by Working on Exciting Dashboards - Tableau Generated Fields
This video explains Tableau generated fields and how we can use them.
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Learn Tableau by Working on Exciting Dashboards - Discrete and Continuous Fields
This video explains the difference between discrete and continuous fields in Tableau Public.
Healthcare Triage
Misunderstanding the Data on Diet, Exercise and Mortality
We’ve got another nutrition study making a splash in the media. This time we’ve got a combination of diet and exercise claims, complete with all our favorite things: Observational study, limited self-reports, and way too many factors to...
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Deep Learning - Artificial Neural Networks with Tensorflow - Stochastic Gradient Descent
In this video, you will learn about stochastic gradient descent.
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This clip is from the chapter "In-Depth: Gradient Descent" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this optional section,...
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This clip is from the chapter "In-Depth: Gradient Descent" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this optional section,...