Recommender Systems

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Matrix Factorization and Advanced Techniques (Coursera)

In this course you will learn a variety of matrix factorization and hybrid machine learning techniques for recommender systems. Starting with basic matrix factorization, you will understand both the intuition and the practical details of building recommender systems based on reducing the dimensionality of the user-product preference space. [...]
6
Average: 6 ( 4 votes )

Aprendizaje Automático con Python (Coursera)

Oct 18th 2021
Aprendizaje Automático con Python (Coursera)
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Este curso se sumerge en los conceptos básicos del aprendizaje automático mediante un lenguaje de programación accesible y conocido, Python. En este curso, repasaremos dos componentes principales. Primero, aprenderá sobre el propósito del aprendizaje automático y dónde se aplica al mundo real.
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Basic Recommender Systems (Coursera)

This course introduces you to the leading approaches in recommender systems. The techniques described touch both collaborative and content-based approaches and include the most important algorithms used to provide recommendations. You'll learn how they work, how to use and how to evaluate them, pointing out benefits and limits of [...]
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Machine Learning with Python (Coursera)

This course dives into the basics of machine learning using an approachable, and well-known programming language, Python. In this course, we will be reviewing two main components: First, you will be learning about the purpose of Machine Learning and where it applies to the real world. Second, you will [...]
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Big Data Applications: Machine Learning at Scale (Coursera)

Machine learning is transforming the world around us. To become successful, you’d better know what kinds of problems can be solved with machine learning, and how they can be solved. Don’t know where to start? The answer is one button away.
10
Average: 10 ( 4 votes )

Recommender Systems: Evaluation and Metrics (Coursera)

In this course you will learn how to evaluate recommender systems. You will gain familiarity with several families of metrics, including ones to measure prediction accuracy, rank accuracy, decision-support, and other factors such as diversity, product coverage, and serendipity. You will learn how different metrics relate to [...]
4
Average: 4 ( 3 votes )

Introduction to Recommender Systems: Non-Personalized and Content-Based (Coursera)

This course, which is designed to serve as the first course in the Recommender Systems specialization, introduces the concept of recommender systems, reviews several examples in detail, and leads you through non-personalized recommendation using summary statistics and product associations, basic stereotype-based or demographic recommendations, and content-based filtering recommendations. [...]
6
Average: 6 ( 4 votes )

Text Retrieval and Search Engines (Coursera)

Recent years have seen a dramatic growth of natural language text data, including web pages, news articles, scientific literature, emails, enterprise documents, and social media such as blog articles, forum posts, product reviews, and tweets. Text data are unique in that they are usually generated directly by humans rather [...]
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Advanced Recommender Systems (Coursera)

Oct 11th 2021
Advanced Recommender Systems (Coursera)
Course Auditing
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In this course, you will see how to use advanced machine learning techniques in order to build more sophisticated recommender systems. Machine Learning is able to provide recommendations and make better predictions, by taking advantage of historical opinions from users and building up the model automatically, without the need [...]
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Aprendizado de máquina com Python (Coursera)

Este curso mergulha nos fundamentos básicos de aprendizado de máquina usando uma linguagem de programação acessível e bem conhecida, Python. Neste curso, revisaremos dois componentes principais: Primeiro, você aprenderá sobre o propósito do aprendizado de máquina e onde ele se aplica no mundo real. Segundo, você terá uma [...]
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