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Curated Video
Recommender Systems Complete Course Beginner to Advanced - Machine Learning for Recommender Systems: Making Recommendations
In this video, we will understand how to make a recommendation after creating the recommendation engine.
Curated Video
Recommender Systems Complete Course Beginner to Advanced - Machine Learning for Recommender Systems: Recommendation Engine
In this lesson, we will begin making the recommendation engine and train the model to make recommendations.
Curated Video
Recommender Systems Complete Course Beginner to Advanced - Machine Learning for Recommender Systems: tf-idf Matrix
In this video, you will learn to make the recommendation engine using the tf-idf matrix.
Curated Video
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.
Curated Video
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.
Curated Video
Recommender Systems Complete Course Beginner to Advanced - Machine Learning for Recommender Systems: Design Approaches for ML
In this lecture, we will explore the design approaches for recommender systems using machine learning.
Curated Video
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.
Curated Video
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.
Curated Video
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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A Detailed Guide to the OWASP Top 10 - API9:2023 Improper Inventory Management
In this session, we will address the challenges of Improper Inventory Management in API ecosystems and propose solutions for better management.
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A Detailed Guide to the OWASP Top 10 - API2:2023 Broken Authentication
In this video, examine the critical security risk of Broken Authentication within APIs and discuss methods for securing authentication mechanisms.
Curated Video
A Detailed Guide to the OWASP Top 10 - #6 Vulnerable and Outdated Components
This video explains the A06: 2021 - vulnerable and outdated components.
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A Detailed Guide to the OWASP Top 10 - #5 Security Misconfiguration
This video explains the A05 - security misconfiguration using an attack scenario.
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A Detailed Guide to the OWASP Top 10 - #2 Cryptographic Failures
This video explains A02: 2021 - cryptographic failures, which focuses on failures related to cryptography.
Curated Video
The Absolute Beginners Guide to Cybersecurity 2023 - Part 4 - Introduction
This is an introduction to the section in which the author talks about mobile cybersecurity.
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This clip is from the chapter "Mobile Security" of the series "The Absolute Beginners Guide to Cybersecurity 2023 - Part 4".In this...
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This clip is from the chapter "Mobile Security" of the series "The Absolute Beginners Guide to Cybersecurity 2023 - Part 4".In this...
Curated Video
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.
Curated Video
Recommender Systems Complete Course Beginner to Advanced - Deep Learning Foundation for Recommender Systems: Strengths and Weaknesses of DL Models
This video discusses in detail the strengths and weaknesses of deep learning models, including non-linear transformations and non-trivial relationships.
Curated Video
Recommender Systems Complete Course Beginner to Advanced - Deep Learning Foundation for Recommender Systems: VAE Collaborative Filtering
Let's understand the variational autoencoder for collaborative filtering using a representation obtained in the hidden layers.
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Recommender Systems Complete Course Beginner to Advanced - Deep Learning Foundation for Recommender Systems: Neural Collaborative Filtering
In this video, you will learn about another deep learning filter called neural collaborative filtering that uses latent and item latent vectors.
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Recommender Systems Complete Course Beginner to Advanced - Project 2: Movie Recommendation System Using Collaborative Filtering: Logarithm of Count
In this video, we will explore how to calculate the count of elements using the logarithm function.
Curated Video
Recommender Systems Complete Course Beginner to Advanced - Project 2: Movie Recommendation System Using Collaborative Filtering: Rating Plot
In this video, you will learn to perform data visualization and analysis for the project using the movies and ratings dataset.
Curated Video
Recommender Systems Complete Course Beginner to Advanced - Project 1: Song Recommendation System Using Content-Based Filtering: Find Closest Title
In this lesson, we will try to locate the nearest element to the search, and we will do this using functions.
Curated Video
Recommender Systems Complete Course Beginner to Advanced - Project 1: Song Recommendation System Using Content-Based Filtering: Occurrence Count
In this video, you will learn how to count the number of occurrences of each element in content-based filtering.
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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.